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New method to measure interbreath intervals in infants for the assessment of apnoea and respiration
BACKGROUND: Respiratory disorders, including apnoea, are common in preterm infants due to their immature respiratory control compared with term-born infants. However, our inability to accurately measure respiratory rate in hospitalised infants results in unreported episodes of apnoea and an incomple...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8666899/ https://www.ncbi.nlm.nih.gov/pubmed/34893521 http://dx.doi.org/10.1136/bmjresp-2021-001042 |
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author | Adjei, Tricia Purdy, Ryan Jorge, João Adams, Eleri Buckle, Miranda Evans Fry, Ria Green, Gabrielle Patel, Chetan Rogers, Richard Slater, Rebeccah Tarassenko, Lionel Villarroel, Mauricio Hartley, Caroline |
author_facet | Adjei, Tricia Purdy, Ryan Jorge, João Adams, Eleri Buckle, Miranda Evans Fry, Ria Green, Gabrielle Patel, Chetan Rogers, Richard Slater, Rebeccah Tarassenko, Lionel Villarroel, Mauricio Hartley, Caroline |
author_sort | Adjei, Tricia |
collection | PubMed |
description | BACKGROUND: Respiratory disorders, including apnoea, are common in preterm infants due to their immature respiratory control compared with term-born infants. However, our inability to accurately measure respiratory rate in hospitalised infants results in unreported episodes of apnoea and an incomplete picture of respiratory activity. METHODS: We develop, validate and use a novel algorithm to identify interbreath intervals (IBIs) and apnoeas in preterm infants. In 42 preterm infants (1600 hours of recordings), we assess IBIs from the chest electrical impedance pneumograph using an adaptive amplitude threshold for the detection of breaths. The algorithm is refined by comparing its accuracy with clinically observed breaths and pauses in breathing. We develop an automated classifier to differentiate periods of true apnoea from artefactually low amplitude signal. We assess the performance of this algorithm in the detection of morphine-induced respiratory depression. Finally, we use the algorithm to investigate whether retinopathy of prematurity (ROP) screening alters the IBI distribution. RESULTS: Individual breaths were detected with a false-positive rate of 13% and a false-negative rate of 12%. The classifier identified true apnoeas with an accuracy of 93%. As expected, morphine caused a significant shift in the IBI distribution towards longer IBIs. Following ROP screening, there was a significant increase in pauses in breathing that lasted more than 10 s (t-statistic=1.82, p=0.023). This was not reflected by changes in the monitor-derived respiratory rate and no episodes of apnoea were recorded in the medical records. CONCLUSIONS: We show that our algorithm offers an improved method for the identification of IBIs and apnoeas in preterm infants. Following ROP screening, increased respiratory instability can occur even in the absence of clinically significant apnoeas. Accurate assessment of infant respiratory activity is essential to inform clinical practice. |
format | Online Article Text |
id | pubmed-8666899 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-86668992021-12-28 New method to measure interbreath intervals in infants for the assessment of apnoea and respiration Adjei, Tricia Purdy, Ryan Jorge, João Adams, Eleri Buckle, Miranda Evans Fry, Ria Green, Gabrielle Patel, Chetan Rogers, Richard Slater, Rebeccah Tarassenko, Lionel Villarroel, Mauricio Hartley, Caroline BMJ Open Respir Res Paediatric Lung Disease BACKGROUND: Respiratory disorders, including apnoea, are common in preterm infants due to their immature respiratory control compared with term-born infants. However, our inability to accurately measure respiratory rate in hospitalised infants results in unreported episodes of apnoea and an incomplete picture of respiratory activity. METHODS: We develop, validate and use a novel algorithm to identify interbreath intervals (IBIs) and apnoeas in preterm infants. In 42 preterm infants (1600 hours of recordings), we assess IBIs from the chest electrical impedance pneumograph using an adaptive amplitude threshold for the detection of breaths. The algorithm is refined by comparing its accuracy with clinically observed breaths and pauses in breathing. We develop an automated classifier to differentiate periods of true apnoea from artefactually low amplitude signal. We assess the performance of this algorithm in the detection of morphine-induced respiratory depression. Finally, we use the algorithm to investigate whether retinopathy of prematurity (ROP) screening alters the IBI distribution. RESULTS: Individual breaths were detected with a false-positive rate of 13% and a false-negative rate of 12%. The classifier identified true apnoeas with an accuracy of 93%. As expected, morphine caused a significant shift in the IBI distribution towards longer IBIs. Following ROP screening, there was a significant increase in pauses in breathing that lasted more than 10 s (t-statistic=1.82, p=0.023). This was not reflected by changes in the monitor-derived respiratory rate and no episodes of apnoea were recorded in the medical records. CONCLUSIONS: We show that our algorithm offers an improved method for the identification of IBIs and apnoeas in preterm infants. Following ROP screening, increased respiratory instability can occur even in the absence of clinically significant apnoeas. Accurate assessment of infant respiratory activity is essential to inform clinical practice. BMJ Publishing Group 2021-12-10 /pmc/articles/PMC8666899/ /pubmed/34893521 http://dx.doi.org/10.1136/bmjresp-2021-001042 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Paediatric Lung Disease Adjei, Tricia Purdy, Ryan Jorge, João Adams, Eleri Buckle, Miranda Evans Fry, Ria Green, Gabrielle Patel, Chetan Rogers, Richard Slater, Rebeccah Tarassenko, Lionel Villarroel, Mauricio Hartley, Caroline New method to measure interbreath intervals in infants for the assessment of apnoea and respiration |
title | New method to measure interbreath intervals in infants for the assessment of apnoea and respiration |
title_full | New method to measure interbreath intervals in infants for the assessment of apnoea and respiration |
title_fullStr | New method to measure interbreath intervals in infants for the assessment of apnoea and respiration |
title_full_unstemmed | New method to measure interbreath intervals in infants for the assessment of apnoea and respiration |
title_short | New method to measure interbreath intervals in infants for the assessment of apnoea and respiration |
title_sort | new method to measure interbreath intervals in infants for the assessment of apnoea and respiration |
topic | Paediatric Lung Disease |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8666899/ https://www.ncbi.nlm.nih.gov/pubmed/34893521 http://dx.doi.org/10.1136/bmjresp-2021-001042 |
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