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A Pervasive Pulmonary Function Estimation System with Six-Minute Walking Test
Self-monitoring for spirometry is beneficial to assess the progression of lung disease and the effect of pulmonary rehabilitation. However, home spirometry fails to meet both accuracy and repeatability criteria in a satisfactory manner. The study aimed to propose a pervasive spirometry estimation sy...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9599376/ https://www.ncbi.nlm.nih.gov/pubmed/36290960 http://dx.doi.org/10.3390/bios12100824 |
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author | Wu, Ming-Feng Teng, Chi-Min Kuo, Tz-Hau Huang, Wei-Chang Wen, Chih-Yu |
author_facet | Wu, Ming-Feng Teng, Chi-Min Kuo, Tz-Hau Huang, Wei-Chang Wen, Chih-Yu |
author_sort | Wu, Ming-Feng |
collection | PubMed |
description | Self-monitoring for spirometry is beneficial to assess the progression of lung disease and the effect of pulmonary rehabilitation. However, home spirometry fails to meet both accuracy and repeatability criteria in a satisfactory manner. The study aimed to propose a pervasive spirometry estimation system with the six-minute walking test (6MWT), where the system with information management, communication protocol, predictive algorithms, and a wrist-worn device, was developed for pulmonary function. A total of 60 subjects suffering from respiratory diseases aged from 25 to 90 were enrolled in the study. Pulmonary function test, walking steps, and physical status were measured before and after performing the 6MWT. The significant variables were extracted to predict per step distance (PSD), forced vital capacity (FVC) and forced expiratory volume in one second (FEV(1)). These predicted formulas were then implemented in a wrist-worn device of the proposed pervasive estimation system. The predicted models of PSD, and FVC, FEV(1) with the 6MWT were created. The estimated difference for PSD was—0.7 ± 9.7 (cm). FVC and FEV(1) before performing 6MWT were 0.2 ± 0.6 (L) and 0.1 ± 0.6 (L), respectively, and with a sensitivity (Sn) of 81.8%, a specificity (Sp) of 63.2% for obstructive lung diseases, while FVC and FEV(1) after performing the 6MWT were 0.2 ± 0.7 (L) and 0.1 ± 0.6 (L), respectively, with an Sn of 90.9% and an Sp of 63.2% for obstructive lung diseases. Furthermore, the developed wristband prototype of the pulmonary function estimation system was demonstrated to provide effective self-estimation. The proposed system, consisting of hardware, application and algorithms was shown to provide pervasive assessment of the pulmonary function status with the 6MWT. This is a potential tool for self-estimation on FVC and FEV(1) for those who cannot conduct home-based spirometry. |
format | Online Article Text |
id | pubmed-9599376 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95993762022-10-27 A Pervasive Pulmonary Function Estimation System with Six-Minute Walking Test Wu, Ming-Feng Teng, Chi-Min Kuo, Tz-Hau Huang, Wei-Chang Wen, Chih-Yu Biosensors (Basel) Article Self-monitoring for spirometry is beneficial to assess the progression of lung disease and the effect of pulmonary rehabilitation. However, home spirometry fails to meet both accuracy and repeatability criteria in a satisfactory manner. The study aimed to propose a pervasive spirometry estimation system with the six-minute walking test (6MWT), where the system with information management, communication protocol, predictive algorithms, and a wrist-worn device, was developed for pulmonary function. A total of 60 subjects suffering from respiratory diseases aged from 25 to 90 were enrolled in the study. Pulmonary function test, walking steps, and physical status were measured before and after performing the 6MWT. The significant variables were extracted to predict per step distance (PSD), forced vital capacity (FVC) and forced expiratory volume in one second (FEV(1)). These predicted formulas were then implemented in a wrist-worn device of the proposed pervasive estimation system. The predicted models of PSD, and FVC, FEV(1) with the 6MWT were created. The estimated difference for PSD was—0.7 ± 9.7 (cm). FVC and FEV(1) before performing 6MWT were 0.2 ± 0.6 (L) and 0.1 ± 0.6 (L), respectively, and with a sensitivity (Sn) of 81.8%, a specificity (Sp) of 63.2% for obstructive lung diseases, while FVC and FEV(1) after performing the 6MWT were 0.2 ± 0.7 (L) and 0.1 ± 0.6 (L), respectively, with an Sn of 90.9% and an Sp of 63.2% for obstructive lung diseases. Furthermore, the developed wristband prototype of the pulmonary function estimation system was demonstrated to provide effective self-estimation. The proposed system, consisting of hardware, application and algorithms was shown to provide pervasive assessment of the pulmonary function status with the 6MWT. This is a potential tool for self-estimation on FVC and FEV(1) for those who cannot conduct home-based spirometry. MDPI 2022-10-04 /pmc/articles/PMC9599376/ /pubmed/36290960 http://dx.doi.org/10.3390/bios12100824 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wu, Ming-Feng Teng, Chi-Min Kuo, Tz-Hau Huang, Wei-Chang Wen, Chih-Yu A Pervasive Pulmonary Function Estimation System with Six-Minute Walking Test |
title | A Pervasive Pulmonary Function Estimation System with Six-Minute Walking Test |
title_full | A Pervasive Pulmonary Function Estimation System with Six-Minute Walking Test |
title_fullStr | A Pervasive Pulmonary Function Estimation System with Six-Minute Walking Test |
title_full_unstemmed | A Pervasive Pulmonary Function Estimation System with Six-Minute Walking Test |
title_short | A Pervasive Pulmonary Function Estimation System with Six-Minute Walking Test |
title_sort | pervasive pulmonary function estimation system with six-minute walking test |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9599376/ https://www.ncbi.nlm.nih.gov/pubmed/36290960 http://dx.doi.org/10.3390/bios12100824 |
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