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Breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children

BACKGROUND: Accurate breath detection is essential for the computation of outcomes in the multiple-breath washout (MBW) technique. This is particularly important in young children, where irregular breathing is common, and the designation of inspirations and expirations can be challenging. AIM: To in...

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Autores principales: Oestreich, Marc-Alexander, Wyler, Florian, Frauchiger, Bettina S., Latzin, Philipp, Ramsey, Kathryn A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9565421/
https://www.ncbi.nlm.nih.gov/pubmed/36240198
http://dx.doi.org/10.1371/journal.pone.0275866
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author Oestreich, Marc-Alexander
Wyler, Florian
Frauchiger, Bettina S.
Latzin, Philipp
Ramsey, Kathryn A.
author_facet Oestreich, Marc-Alexander
Wyler, Florian
Frauchiger, Bettina S.
Latzin, Philipp
Ramsey, Kathryn A.
author_sort Oestreich, Marc-Alexander
collection PubMed
description BACKGROUND: Accurate breath detection is essential for the computation of outcomes in the multiple-breath washout (MBW) technique. This is particularly important in young children, where irregular breathing is common, and the designation of inspirations and expirations can be challenging. AIM: To investigate differences between a commercial and a novel breath-detection algorithm and to characterize effects on MBW outcomes in children. METHODS: We replicated the signal processing and algorithms used in Spiroware software (v3.3.1, Eco Medics AG). We developed a novel breath detection algorithm (custom) and compared it to Spiroware using 2,455 nitrogen (N(2)) and 325 sulfur hexafluoride (SF(6)) trials collected in infants, children, and adolescents. RESULTS: In 83% of N(2) and 32% of SF(6) trials, the Spiroware breath detection algorithm rejected breaths and did not use them for the calculation of MBW outcomes. Our custom breath detection algorithm determines inspirations and expirations based on flow reversal and corresponding CO(2) elevations, and uses all breaths for data analysis. In trials with regular tidal breathing, there were no differences in outcomes between algorithms. However, in 10% of pre-school children tests the number of breaths detected differed by more than 10% and the commercial algorithm underestimated the lung clearance index by up to 21%. CONCLUSION: Accurate breath detection is challenging in young children. As the MBW technique relies on the cumulative analysis of all washout breaths, the rejection of breaths should be limited. We provide an improved algorithm that accurately detects breaths based on both flow reversal and CO(2) concentration.
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spelling pubmed-95654212022-10-15 Breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children Oestreich, Marc-Alexander Wyler, Florian Frauchiger, Bettina S. Latzin, Philipp Ramsey, Kathryn A. PLoS One Research Article BACKGROUND: Accurate breath detection is essential for the computation of outcomes in the multiple-breath washout (MBW) technique. This is particularly important in young children, where irregular breathing is common, and the designation of inspirations and expirations can be challenging. AIM: To investigate differences between a commercial and a novel breath-detection algorithm and to characterize effects on MBW outcomes in children. METHODS: We replicated the signal processing and algorithms used in Spiroware software (v3.3.1, Eco Medics AG). We developed a novel breath detection algorithm (custom) and compared it to Spiroware using 2,455 nitrogen (N(2)) and 325 sulfur hexafluoride (SF(6)) trials collected in infants, children, and adolescents. RESULTS: In 83% of N(2) and 32% of SF(6) trials, the Spiroware breath detection algorithm rejected breaths and did not use them for the calculation of MBW outcomes. Our custom breath detection algorithm determines inspirations and expirations based on flow reversal and corresponding CO(2) elevations, and uses all breaths for data analysis. In trials with regular tidal breathing, there were no differences in outcomes between algorithms. However, in 10% of pre-school children tests the number of breaths detected differed by more than 10% and the commercial algorithm underestimated the lung clearance index by up to 21%. CONCLUSION: Accurate breath detection is challenging in young children. As the MBW technique relies on the cumulative analysis of all washout breaths, the rejection of breaths should be limited. We provide an improved algorithm that accurately detects breaths based on both flow reversal and CO(2) concentration. Public Library of Science 2022-10-14 /pmc/articles/PMC9565421/ /pubmed/36240198 http://dx.doi.org/10.1371/journal.pone.0275866 Text en © 2022 Oestreich et al 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 author and source are credited.
spellingShingle Research Article
Oestreich, Marc-Alexander
Wyler, Florian
Frauchiger, Bettina S.
Latzin, Philipp
Ramsey, Kathryn A.
Breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children
title Breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children
title_full Breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children
title_fullStr Breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children
title_full_unstemmed Breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children
title_short Breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children
title_sort breath detection algorithms affect multiple-breath washout outcomes in pre-school and school age children
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9565421/
https://www.ncbi.nlm.nih.gov/pubmed/36240198
http://dx.doi.org/10.1371/journal.pone.0275866
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