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Continuous Monitoring of Vital Signs With Wearable Sensors During Daily Life Activities: Validation Study
BACKGROUND: Continuous telemonitoring of vital signs in a clinical or home setting may lead to improved knowledge of patients’ baseline vital signs and earlier detection of patient deterioration, and it may also facilitate the migration of care toward home. Little is known about the performance of a...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8783291/ https://www.ncbi.nlm.nih.gov/pubmed/34994703 http://dx.doi.org/10.2196/30863 |
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author | Haveman, Marjolein E van Rossum, Mathilde C Vaseur, Roswita M E van der Riet, Claire Schuurmann, Richte C L Hermens, Hermie J de Vries, Jean-Paul P M Tabak, Monique |
author_facet | Haveman, Marjolein E van Rossum, Mathilde C Vaseur, Roswita M E van der Riet, Claire Schuurmann, Richte C L Hermens, Hermie J de Vries, Jean-Paul P M Tabak, Monique |
author_sort | Haveman, Marjolein E |
collection | PubMed |
description | BACKGROUND: Continuous telemonitoring of vital signs in a clinical or home setting may lead to improved knowledge of patients’ baseline vital signs and earlier detection of patient deterioration, and it may also facilitate the migration of care toward home. Little is known about the performance of available wearable sensors, especially during daily life activities, although accurate technology is critical for clinical decision-making. OBJECTIVE: The aim of this study is to assess the data availability, accuracy, and concurrent validity of vital sign data measured with wearable sensors in volunteers during various daily life activities in a simulated free-living environment. METHODS: Volunteers were equipped with 4 wearable sensors (Everion placed on the left and right arms, VitalPatch, and Fitbit Charge 3) and 2 reference devices (Oxycon Mobile and iButton) to obtain continuous measurements of heart rate (HR), respiratory rate (RR), oxygen saturation (SpO(2)), and temperature. Participants performed standardized activities, including resting, walking, metronome breathing, chores, stationary cycling, and recovery afterward. Data availability was measured as the percentage of missing data. Accuracy was evaluated by the median absolute percentage error (MAPE) and concurrent validity using the Bland-Altman plot with mean difference and 95% limits of agreement (LoA). RESULTS: A total of 20 volunteers (median age 64 years, range 20-74 years) were included. Data availability was high for all vital signs measured by VitalPatch and for HR and temperature measured by Everion. Data availability for HR was the lowest for Fitbit (4807/13,680, 35.14% missing data points). For SpO(2) measured by Everion, median percentages of missing data of up to 100% were noted. The overall accuracy of HR was high for all wearable sensors, except during walking. For RR, an overall MAPE of 8.6% was noted for VitalPatch and that of 18.9% for Everion, with a higher MAPE noted during physical activity (up to 27.1%) for both sensors. The accuracy of temperature was high for VitalPatch (MAPE up to 1.7%), and it decreased for Everion (MAPE from 6.3% to 9%). Bland-Altman analyses showed small mean differences of VitalPatch for HR (0.1 beats/min [bpm]), RR (−0.1 breaths/min), and temperature (0.5 °C). Everion and Fitbit underestimated HR up to 5.3 (LoA of −39.0 to 28.3) bpm and 11.4 (LoA of −53.8 to 30.9) bpm, respectively. Everion had a small mean difference with large LoA (−10.8 to 10.4 breaths/min) for RR, underestimated SpO(2) (>1%), and overestimated temperature up to 2.9 °C. CONCLUSIONS: Data availability, accuracy, and concurrent validity of the studied wearable sensors varied and differed according to activity. In this study, the accuracy of all sensors decreased with physical activity. Of the tested sensors, VitalPatch was found to be the most accurate and valid for vital signs monitoring. |
format | Online Article Text |
id | pubmed-8783291 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-87832912022-02-03 Continuous Monitoring of Vital Signs With Wearable Sensors During Daily Life Activities: Validation Study Haveman, Marjolein E van Rossum, Mathilde C Vaseur, Roswita M E van der Riet, Claire Schuurmann, Richte C L Hermens, Hermie J de Vries, Jean-Paul P M Tabak, Monique JMIR Form Res Original Paper BACKGROUND: Continuous telemonitoring of vital signs in a clinical or home setting may lead to improved knowledge of patients’ baseline vital signs and earlier detection of patient deterioration, and it may also facilitate the migration of care toward home. Little is known about the performance of available wearable sensors, especially during daily life activities, although accurate technology is critical for clinical decision-making. OBJECTIVE: The aim of this study is to assess the data availability, accuracy, and concurrent validity of vital sign data measured with wearable sensors in volunteers during various daily life activities in a simulated free-living environment. METHODS: Volunteers were equipped with 4 wearable sensors (Everion placed on the left and right arms, VitalPatch, and Fitbit Charge 3) and 2 reference devices (Oxycon Mobile and iButton) to obtain continuous measurements of heart rate (HR), respiratory rate (RR), oxygen saturation (SpO(2)), and temperature. Participants performed standardized activities, including resting, walking, metronome breathing, chores, stationary cycling, and recovery afterward. Data availability was measured as the percentage of missing data. Accuracy was evaluated by the median absolute percentage error (MAPE) and concurrent validity using the Bland-Altman plot with mean difference and 95% limits of agreement (LoA). RESULTS: A total of 20 volunteers (median age 64 years, range 20-74 years) were included. Data availability was high for all vital signs measured by VitalPatch and for HR and temperature measured by Everion. Data availability for HR was the lowest for Fitbit (4807/13,680, 35.14% missing data points). For SpO(2) measured by Everion, median percentages of missing data of up to 100% were noted. The overall accuracy of HR was high for all wearable sensors, except during walking. For RR, an overall MAPE of 8.6% was noted for VitalPatch and that of 18.9% for Everion, with a higher MAPE noted during physical activity (up to 27.1%) for both sensors. The accuracy of temperature was high for VitalPatch (MAPE up to 1.7%), and it decreased for Everion (MAPE from 6.3% to 9%). Bland-Altman analyses showed small mean differences of VitalPatch for HR (0.1 beats/min [bpm]), RR (−0.1 breaths/min), and temperature (0.5 °C). Everion and Fitbit underestimated HR up to 5.3 (LoA of −39.0 to 28.3) bpm and 11.4 (LoA of −53.8 to 30.9) bpm, respectively. Everion had a small mean difference with large LoA (−10.8 to 10.4 breaths/min) for RR, underestimated SpO(2) (>1%), and overestimated temperature up to 2.9 °C. CONCLUSIONS: Data availability, accuracy, and concurrent validity of the studied wearable sensors varied and differed according to activity. In this study, the accuracy of all sensors decreased with physical activity. Of the tested sensors, VitalPatch was found to be the most accurate and valid for vital signs monitoring. JMIR Publications 2022-01-07 /pmc/articles/PMC8783291/ /pubmed/34994703 http://dx.doi.org/10.2196/30863 Text en ©Marjolein E Haveman, Mathilde C van Rossum, Roswita M E Vaseur, Claire van der Riet, Richte C L Schuurmann, Hermie J Hermens, Jean-Paul P M de Vries, Monique Tabak. Originally published in JMIR Formative Research (https://formative.jmir.org), 07.01.2022. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Formative Research, is properly cited. The complete bibliographic information, a link to the original publication on https://formative.jmir.org, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Haveman, Marjolein E van Rossum, Mathilde C Vaseur, Roswita M E van der Riet, Claire Schuurmann, Richte C L Hermens, Hermie J de Vries, Jean-Paul P M Tabak, Monique Continuous Monitoring of Vital Signs With Wearable Sensors During Daily Life Activities: Validation Study |
title | Continuous Monitoring of Vital Signs With Wearable Sensors During Daily Life Activities: Validation Study |
title_full | Continuous Monitoring of Vital Signs With Wearable Sensors During Daily Life Activities: Validation Study |
title_fullStr | Continuous Monitoring of Vital Signs With Wearable Sensors During Daily Life Activities: Validation Study |
title_full_unstemmed | Continuous Monitoring of Vital Signs With Wearable Sensors During Daily Life Activities: Validation Study |
title_short | Continuous Monitoring of Vital Signs With Wearable Sensors During Daily Life Activities: Validation Study |
title_sort | continuous monitoring of vital signs with wearable sensors during daily life activities: validation study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8783291/ https://www.ncbi.nlm.nih.gov/pubmed/34994703 http://dx.doi.org/10.2196/30863 |
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