Potential Use of Wearable Sensors to Assess Cumulative Kidney Trauma in Endurance Off-Road Running

(1) Background: This study aimed to explore wearable sensors′ potential use to assess cumulative mechanical kidney trauma during endurance off-road running. (2) Methods: 18 participants (38.78 ± 10.38 years, 73.24 ± 12.6 kg, 172.17 ± 9.48 cm) ran 36 k off-road race wearing a Magnetic, Angular Rate a...

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Main Authors: Daniel Rojas-Valverde, Rafael Timón, Braulio Sánchez-Ureña, José Pino-Ortega, Ismael Martínez-Guardado, Guillermo Olcina
Format: Article
Language:English
Published: MDPI AG 2020-12-01
Series:Journal of Functional Morphology and Kinesiology
Subjects:
Online Access:https://www.mdpi.com/2411-5142/5/4/93
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spelling doaj-1fe83007a7184d1390e72960092bf6a82020-12-15T00:05:21ZengMDPI AGJournal of Functional Morphology and Kinesiology2411-51422020-12-0159393010.3390/jfmk5040093Potential Use of Wearable Sensors to Assess Cumulative Kidney Trauma in Endurance Off-Road RunningDaniel Rojas-Valverde0Rafael Timón1Braulio Sánchez-Ureña2José Pino-Ortega3Ismael Martínez-Guardado4Guillermo Olcina5Centro de Investigación y Diagnóstico en Salud y Deporte (CIDISAD), Escuela Ciencias del Movimiento Humano y Calidad de Vida (CIEMHCAVI), Universidad Nacional, Heredia 86-3000, Costa RicaGrupo en Avances en el Entrenamiento Deportivo y Acondicionamiento Físico (GAEDAF), Facultad Ciencias del Deporte, Universidad de Extremadura, 10005 Cáceres, SpainPrograma Ciencias del Ejercicio y la Salud (PROCESA), Escuela Ciencias del Movimiento Humano y Calidad de Vida (CIEMHCAVI), Universidad Nacional, Heredia 86-3000, Costa RicaDepartmento de Actividad Física y Deporte, Facultad Ciencias del Deporte, 30720 Murcia, SpainGrupo en Avances en el Entrenamiento Deportivo y Acondicionamiento Físico (GAEDAF), Facultad Ciencias del Deporte, Universidad de Extremadura, 10005 Cáceres, SpainGrupo en Avances en el Entrenamiento Deportivo y Acondicionamiento Físico (GAEDAF), Facultad Ciencias del Deporte, Universidad de Extremadura, 10005 Cáceres, Spain(1) Background: This study aimed to explore wearable sensors′ potential use to assess cumulative mechanical kidney trauma during endurance off-road running. (2) Methods: 18 participants (38.78 ± 10.38 years, 73.24 ± 12.6 kg, 172.17 ± 9.48 cm) ran 36 k off-road race wearing a Magnetic, Angular Rate and Gravity (MARG) sensor attached to their lower back. Impacts in g forces were recorded throughout the race using the MARG sensor. Two blood samples were collected immediately pre- and post-race: serum creatinine (sCr) and albumin (sALB). (3) Results: Sixteen impact variables were grouped using principal component analysis in four different principal components (PC) that explained 90% of the total variance. The 4th PC predicted 24% of the percentage of change (∆%) of sCr and the 3rd PC predicted the ∆% of sALB by 23%. There were pre- and post-race large changes in sCr and sALB (<i>p </i>≤ 0.01) and 33% of participants met acute kidney injury diagnosis criteria. (4) Conclusions: The data related to impacts could better explain the cumulative mechanical kidney trauma during mountain running, opening a new range of possibilities using technology to better understand how the number and magnitude of the g-forces involved in off-road running could potentially affect kidney function.https://www.mdpi.com/2411-5142/5/4/93renal healthwearable devicestechnologyacute kidney injuryinertial measurement units (IMU)
collection DOAJ
language English
format Article
sources DOAJ
author Daniel Rojas-Valverde
Rafael Timón
Braulio Sánchez-Ureña
José Pino-Ortega
Ismael Martínez-Guardado
Guillermo Olcina
spellingShingle Daniel Rojas-Valverde
Rafael Timón
Braulio Sánchez-Ureña
José Pino-Ortega
Ismael Martínez-Guardado
Guillermo Olcina
Potential Use of Wearable Sensors to Assess Cumulative Kidney Trauma in Endurance Off-Road Running
Journal of Functional Morphology and Kinesiology
renal health
wearable devices
technology
acute kidney injury
inertial measurement units (IMU)
author_facet Daniel Rojas-Valverde
Rafael Timón
Braulio Sánchez-Ureña
José Pino-Ortega
Ismael Martínez-Guardado
Guillermo Olcina
author_sort Daniel Rojas-Valverde
title Potential Use of Wearable Sensors to Assess Cumulative Kidney Trauma in Endurance Off-Road Running
title_short Potential Use of Wearable Sensors to Assess Cumulative Kidney Trauma in Endurance Off-Road Running
title_full Potential Use of Wearable Sensors to Assess Cumulative Kidney Trauma in Endurance Off-Road Running
title_fullStr Potential Use of Wearable Sensors to Assess Cumulative Kidney Trauma in Endurance Off-Road Running
title_full_unstemmed Potential Use of Wearable Sensors to Assess Cumulative Kidney Trauma in Endurance Off-Road Running
title_sort potential use of wearable sensors to assess cumulative kidney trauma in endurance off-road running
publisher MDPI AG
series Journal of Functional Morphology and Kinesiology
issn 2411-5142
publishDate 2020-12-01
description (1) Background: This study aimed to explore wearable sensors′ potential use to assess cumulative mechanical kidney trauma during endurance off-road running. (2) Methods: 18 participants (38.78 ± 10.38 years, 73.24 ± 12.6 kg, 172.17 ± 9.48 cm) ran 36 k off-road race wearing a Magnetic, Angular Rate and Gravity (MARG) sensor attached to their lower back. Impacts in g forces were recorded throughout the race using the MARG sensor. Two blood samples were collected immediately pre- and post-race: serum creatinine (sCr) and albumin (sALB). (3) Results: Sixteen impact variables were grouped using principal component analysis in four different principal components (PC) that explained 90% of the total variance. The 4th PC predicted 24% of the percentage of change (∆%) of sCr and the 3rd PC predicted the ∆% of sALB by 23%. There were pre- and post-race large changes in sCr and sALB (<i>p </i>≤ 0.01) and 33% of participants met acute kidney injury diagnosis criteria. (4) Conclusions: The data related to impacts could better explain the cumulative mechanical kidney trauma during mountain running, opening a new range of possibilities using technology to better understand how the number and magnitude of the g-forces involved in off-road running could potentially affect kidney function.
topic renal health
wearable devices
technology
acute kidney injury
inertial measurement units (IMU)
url https://www.mdpi.com/2411-5142/5/4/93
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