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A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors

An objective method to detect muscle fatigue-related kinematic changes may reduce workplace injuries. However, heterogeneous responses to muscle fatigue suggest that subject-specific analyses are necessary. The objectives of this study were to: (1) determine if wearable inertial measurement units (I...

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Autores principales: Chan, Victor C.H., Beaudette, Shawn M., Smale, Kenneth B., Beange, Kristen H.E., Graham, Ryan B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7249110/
https://www.ncbi.nlm.nih.gov/pubmed/32384664
http://dx.doi.org/10.3390/s20092646
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author Chan, Victor C.H.
Beaudette, Shawn M.
Smale, Kenneth B.
Beange, Kristen H.E.
Graham, Ryan B.
author_facet Chan, Victor C.H.
Beaudette, Shawn M.
Smale, Kenneth B.
Beange, Kristen H.E.
Graham, Ryan B.
author_sort Chan, Victor C.H.
collection PubMed
description An objective method to detect muscle fatigue-related kinematic changes may reduce workplace injuries. However, heterogeneous responses to muscle fatigue suggest that subject-specific analyses are necessary. The objectives of this study were to: (1) determine if wearable inertial measurement units (IMUs) could be used in conjunction with a spine motion composite index (SMCI) to quantify subject-specific changes in spine kinematics during a repetitive spine flexion-extension (FE) task; and (2) determine if the SMCI was correlated with measures of global trunk muscle fatigue. Spine kinematics were measured using wearable IMUs in 10 healthy adults during a baseline set followed by 10 sets of 50 spine FE repetitions. After each set, two fatigue measures were collected: perceived level of fatigue using a visual analogue scale (VAS), and maximal lift strength. SMCIs incorporating 10 kinematic variables from 2 IMUs (pelvis and T8 vertebrae) were calculated and used to quantify subject-specific changes in movement. A main effect of set was observed (F (1.7, 15.32) = 10.42, p = 0.002), where the SMCI became significantly greater than set 1 starting at set 4. Significant correlations were observed between the SMCI and both fatigue VAS and maximal lift strength at the individual and study level. These findings support the use of wearable IMUs to detect subject-specific changes in spine motion associated with muscle fatigue.
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spelling pubmed-72491102020-06-10 A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors Chan, Victor C.H. Beaudette, Shawn M. Smale, Kenneth B. Beange, Kristen H.E. Graham, Ryan B. Sensors (Basel) Article An objective method to detect muscle fatigue-related kinematic changes may reduce workplace injuries. However, heterogeneous responses to muscle fatigue suggest that subject-specific analyses are necessary. The objectives of this study were to: (1) determine if wearable inertial measurement units (IMUs) could be used in conjunction with a spine motion composite index (SMCI) to quantify subject-specific changes in spine kinematics during a repetitive spine flexion-extension (FE) task; and (2) determine if the SMCI was correlated with measures of global trunk muscle fatigue. Spine kinematics were measured using wearable IMUs in 10 healthy adults during a baseline set followed by 10 sets of 50 spine FE repetitions. After each set, two fatigue measures were collected: perceived level of fatigue using a visual analogue scale (VAS), and maximal lift strength. SMCIs incorporating 10 kinematic variables from 2 IMUs (pelvis and T8 vertebrae) were calculated and used to quantify subject-specific changes in movement. A main effect of set was observed (F (1.7, 15.32) = 10.42, p = 0.002), where the SMCI became significantly greater than set 1 starting at set 4. Significant correlations were observed between the SMCI and both fatigue VAS and maximal lift strength at the individual and study level. These findings support the use of wearable IMUs to detect subject-specific changes in spine motion associated with muscle fatigue. MDPI 2020-05-06 /pmc/articles/PMC7249110/ /pubmed/32384664 http://dx.doi.org/10.3390/s20092646 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Chan, Victor C.H.
Beaudette, Shawn M.
Smale, Kenneth B.
Beange, Kristen H.E.
Graham, Ryan B.
A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors
title A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors
title_full A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors
title_fullStr A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors
title_full_unstemmed A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors
title_short A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors
title_sort subject-specific approach to detect fatigue-related changes in spine motion using wearable sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7249110/
https://www.ncbi.nlm.nih.gov/pubmed/32384664
http://dx.doi.org/10.3390/s20092646
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