Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis

Abstract Background Inertial measurement units (IMUs) offer the ability to measure walking gait through a variety of biomechanical outcomes (e.g., spatiotemporal, kinematics, other). Although many studies have assessed their validity and reliability, there remains no quantitive summary of this vast...

Full description

Bibliographic Details
Main Authors: Dylan Kobsar, Jesse M. Charlton, Calvin T.F. Tse, Jean-Francois Esculier, Angelo Graffos, Natasha M. Krowchuk, Daniel Thatcher, Michael A. Hunt
Format: Article
Language:English
Published: BMC 2020-05-01
Series:Journal of NeuroEngineering and Rehabilitation
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12984-020-00685-3
id doaj-ac521a6fd21644f8bc1129d12ea80b6d
record_format Article
spelling doaj-ac521a6fd21644f8bc1129d12ea80b6d2020-11-25T02:03:45ZengBMCJournal of NeuroEngineering and Rehabilitation1743-00032020-05-0117112110.1186/s12984-020-00685-3Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysisDylan Kobsar0Jesse M. Charlton1Calvin T.F. Tse2Jean-Francois Esculier3Angelo Graffos4Natasha M. Krowchuk5Daniel Thatcher6Michael A. Hunt7Department of Kinesiology, McMaster UniversityMotion Analysis and Biofeedback Laboratory, University of British ColumbiaMotion Analysis and Biofeedback Laboratory, University of British ColumbiaMotion Analysis and Biofeedback Laboratory, University of British ColumbiaMotion Analysis and Biofeedback Laboratory, University of British ColumbiaMotion Analysis and Biofeedback Laboratory, University of British ColumbiaMotion Analysis and Biofeedback Laboratory, University of British ColumbiaMotion Analysis and Biofeedback Laboratory, University of British ColumbiaAbstract Background Inertial measurement units (IMUs) offer the ability to measure walking gait through a variety of biomechanical outcomes (e.g., spatiotemporal, kinematics, other). Although many studies have assessed their validity and reliability, there remains no quantitive summary of this vast body of literature. Therefore, we aimed to conduct a systematic review and meta-analysis to determine the i) concurrent validity and ii) test-retest reliability of IMUs for measuring biomechanical gait outcomes during level walking in healthy adults. Methods Five electronic databases were searched for journal articles assessing the validity or reliability of IMUs during healthy adult walking. Two reviewers screened titles, abstracts, and full texts for studies to be included, before two reviewers examined the methodological quality of all included studies. When sufficient data were present for a given biomechanical outcome, data were meta-analyzed on Pearson correlation coefficients (r) or intraclass correlation coefficients (ICC) for validity and reliability, respectively. Alternatively, qualitative summaries of outcomes were conducted on those that could not be meta-analyzed. Results A total of 82 articles, assessing the validity or reliability of over 100 outcomes, were included in this review. Seventeen biomechanical outcomes, primarily spatiotemporal parameters, were meta-analyzed. The validity and reliability of step and stride times were found to be excellent. Similarly, the validity and reliability of step and stride length, as well as swing and stance time, were found to be good to excellent. Alternatively, spatiotemporal parameter variability and symmetry displayed poor to moderate validity and reliability. IMUs were also found to display moderate reliability for the assessment of local dynamic stability during walking. The remaining biomechanical outcomes were qualitatively summarized to provide a variety of recommendations for future IMU research. Conclusions The findings of this review demonstrate the excellent validity and reliability of IMUs for mean spatiotemporal parameters during walking, but caution the use of spatiotemporal variability and symmetry metrics without strict protocol. Further, this work tentatively supports the use of IMUs for joint angle measurement and other biomechanical outcomes such as stability, regularity, and segmental accelerations. Unfortunately, the strength of these recommendations are limited based on the lack of high-quality studies for each outcome, with underpowered and/or unjustified sample sizes (sample size median 12; range: 2–95) being the primary limitation.http://link.springer.com/article/10.1186/s12984-020-00685-3Inertial sensorsInertial measurement unitsGaitBiomechanicsValidityReliability
collection DOAJ
language English
format Article
sources DOAJ
author Dylan Kobsar
Jesse M. Charlton
Calvin T.F. Tse
Jean-Francois Esculier
Angelo Graffos
Natasha M. Krowchuk
Daniel Thatcher
Michael A. Hunt
spellingShingle Dylan Kobsar
Jesse M. Charlton
Calvin T.F. Tse
Jean-Francois Esculier
Angelo Graffos
Natasha M. Krowchuk
Daniel Thatcher
Michael A. Hunt
Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis
Journal of NeuroEngineering and Rehabilitation
Inertial sensors
Inertial measurement units
Gait
Biomechanics
Validity
Reliability
author_facet Dylan Kobsar
Jesse M. Charlton
Calvin T.F. Tse
Jean-Francois Esculier
Angelo Graffos
Natasha M. Krowchuk
Daniel Thatcher
Michael A. Hunt
author_sort Dylan Kobsar
title Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis
title_short Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis
title_full Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis
title_fullStr Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis
title_full_unstemmed Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis
title_sort validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis
publisher BMC
series Journal of NeuroEngineering and Rehabilitation
issn 1743-0003
publishDate 2020-05-01
description Abstract Background Inertial measurement units (IMUs) offer the ability to measure walking gait through a variety of biomechanical outcomes (e.g., spatiotemporal, kinematics, other). Although many studies have assessed their validity and reliability, there remains no quantitive summary of this vast body of literature. Therefore, we aimed to conduct a systematic review and meta-analysis to determine the i) concurrent validity and ii) test-retest reliability of IMUs for measuring biomechanical gait outcomes during level walking in healthy adults. Methods Five electronic databases were searched for journal articles assessing the validity or reliability of IMUs during healthy adult walking. Two reviewers screened titles, abstracts, and full texts for studies to be included, before two reviewers examined the methodological quality of all included studies. When sufficient data were present for a given biomechanical outcome, data were meta-analyzed on Pearson correlation coefficients (r) or intraclass correlation coefficients (ICC) for validity and reliability, respectively. Alternatively, qualitative summaries of outcomes were conducted on those that could not be meta-analyzed. Results A total of 82 articles, assessing the validity or reliability of over 100 outcomes, were included in this review. Seventeen biomechanical outcomes, primarily spatiotemporal parameters, were meta-analyzed. The validity and reliability of step and stride times were found to be excellent. Similarly, the validity and reliability of step and stride length, as well as swing and stance time, were found to be good to excellent. Alternatively, spatiotemporal parameter variability and symmetry displayed poor to moderate validity and reliability. IMUs were also found to display moderate reliability for the assessment of local dynamic stability during walking. The remaining biomechanical outcomes were qualitatively summarized to provide a variety of recommendations for future IMU research. Conclusions The findings of this review demonstrate the excellent validity and reliability of IMUs for mean spatiotemporal parameters during walking, but caution the use of spatiotemporal variability and symmetry metrics without strict protocol. Further, this work tentatively supports the use of IMUs for joint angle measurement and other biomechanical outcomes such as stability, regularity, and segmental accelerations. Unfortunately, the strength of these recommendations are limited based on the lack of high-quality studies for each outcome, with underpowered and/or unjustified sample sizes (sample size median 12; range: 2–95) being the primary limitation.
topic Inertial sensors
Inertial measurement units
Gait
Biomechanics
Validity
Reliability
url http://link.springer.com/article/10.1186/s12984-020-00685-3
work_keys_str_mv AT dylankobsar validityandreliabilityofwearableinertialsensorsinhealthyadultwalkingasystematicreviewandmetaanalysis
AT jessemcharlton validityandreliabilityofwearableinertialsensorsinhealthyadultwalkingasystematicreviewandmetaanalysis
AT calvintftse validityandreliabilityofwearableinertialsensorsinhealthyadultwalkingasystematicreviewandmetaanalysis
AT jeanfrancoisesculier validityandreliabilityofwearableinertialsensorsinhealthyadultwalkingasystematicreviewandmetaanalysis
AT angelograffos validityandreliabilityofwearableinertialsensorsinhealthyadultwalkingasystematicreviewandmetaanalysis
AT natashamkrowchuk validityandreliabilityofwearableinertialsensorsinhealthyadultwalkingasystematicreviewandmetaanalysis
AT danielthatcher validityandreliabilityofwearableinertialsensorsinhealthyadultwalkingasystematicreviewandmetaanalysis
AT michaelahunt validityandreliabilityofwearableinertialsensorsinhealthyadultwalkingasystematicreviewandmetaanalysis
_version_ 1724946107949121536