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Early bradycardia detection and therapeutic interventions in preterm infant monitoring

In very preterm infants, cardio-respiratory events and associated hypoxemia occurring during early postnatal life have been associated with risks of retinopathy, growth alteration and neurodevelopment impairment. These events are commonly detected by continuous cardio-respiratory monitoring in neona...

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Autores principales: Doyen, Matthieu, Hernández, Alfredo I., Flamant, Cyril, Defontaine, Antoine, Favrais, Géraldine, Altuve, Miguel, Laviolle, Bruno, Beuchée, Alain, Carrault, Guy, Pladys, Patrick
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8131388/
https://www.ncbi.nlm.nih.gov/pubmed/34006917
http://dx.doi.org/10.1038/s41598-021-89468-x
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author Doyen, Matthieu
Hernández, Alfredo I.
Flamant, Cyril
Defontaine, Antoine
Favrais, Géraldine
Altuve, Miguel
Laviolle, Bruno
Beuchée, Alain
Carrault, Guy
Pladys, Patrick
author_facet Doyen, Matthieu
Hernández, Alfredo I.
Flamant, Cyril
Defontaine, Antoine
Favrais, Géraldine
Altuve, Miguel
Laviolle, Bruno
Beuchée, Alain
Carrault, Guy
Pladys, Patrick
author_sort Doyen, Matthieu
collection PubMed
description In very preterm infants, cardio-respiratory events and associated hypoxemia occurring during early postnatal life have been associated with risks of retinopathy, growth alteration and neurodevelopment impairment. These events are commonly detected by continuous cardio-respiratory monitoring in neonatal intensive care units (NICU), through the associated bradycardia. NICU nurse interventions are mainly triggered by these alarms. In this work, we acquired data from 52 preterm infants during NICU monitoring, in order to propose an early bradycardia detector which is based on a decentralized fusion of three detectors. The main objective is to improve automatic detection under real-life conditions without altering performance with respect to that of a monitor commonly used in NICU. We used heart rate lower than 80 bpm during at least 10 sec to define bradycardia. With this definition we observed a high rate of false alarms (64%) in real-life and that 29% of the relevant alarms were not followed by manual interventions. Concerning the proposed detection method, when compared to current monitors, it provided a significant decrease of the detection delay of 2.9 seconds, without alteration of the sensitivity (97.6% vs 95.2%) and false alarm rate (63.7% vs 64.1%). We expect that such an early detection will improve the response of the newborn to the intervention and allow for the development of new automatic therapeutic strategies which could complement manual intervention and decrease the sepsis risk.
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spelling pubmed-81313882021-05-19 Early bradycardia detection and therapeutic interventions in preterm infant monitoring Doyen, Matthieu Hernández, Alfredo I. Flamant, Cyril Defontaine, Antoine Favrais, Géraldine Altuve, Miguel Laviolle, Bruno Beuchée, Alain Carrault, Guy Pladys, Patrick Sci Rep Article In very preterm infants, cardio-respiratory events and associated hypoxemia occurring during early postnatal life have been associated with risks of retinopathy, growth alteration and neurodevelopment impairment. These events are commonly detected by continuous cardio-respiratory monitoring in neonatal intensive care units (NICU), through the associated bradycardia. NICU nurse interventions are mainly triggered by these alarms. In this work, we acquired data from 52 preterm infants during NICU monitoring, in order to propose an early bradycardia detector which is based on a decentralized fusion of three detectors. The main objective is to improve automatic detection under real-life conditions without altering performance with respect to that of a monitor commonly used in NICU. We used heart rate lower than 80 bpm during at least 10 sec to define bradycardia. With this definition we observed a high rate of false alarms (64%) in real-life and that 29% of the relevant alarms were not followed by manual interventions. Concerning the proposed detection method, when compared to current monitors, it provided a significant decrease of the detection delay of 2.9 seconds, without alteration of the sensitivity (97.6% vs 95.2%) and false alarm rate (63.7% vs 64.1%). We expect that such an early detection will improve the response of the newborn to the intervention and allow for the development of new automatic therapeutic strategies which could complement manual intervention and decrease the sepsis risk. Nature Publishing Group UK 2021-05-18 /pmc/articles/PMC8131388/ /pubmed/34006917 http://dx.doi.org/10.1038/s41598-021-89468-x Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Doyen, Matthieu
Hernández, Alfredo I.
Flamant, Cyril
Defontaine, Antoine
Favrais, Géraldine
Altuve, Miguel
Laviolle, Bruno
Beuchée, Alain
Carrault, Guy
Pladys, Patrick
Early bradycardia detection and therapeutic interventions in preterm infant monitoring
title Early bradycardia detection and therapeutic interventions in preterm infant monitoring
title_full Early bradycardia detection and therapeutic interventions in preterm infant monitoring
title_fullStr Early bradycardia detection and therapeutic interventions in preterm infant monitoring
title_full_unstemmed Early bradycardia detection and therapeutic interventions in preterm infant monitoring
title_short Early bradycardia detection and therapeutic interventions in preterm infant monitoring
title_sort early bradycardia detection and therapeutic interventions in preterm infant monitoring
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8131388/
https://www.ncbi.nlm.nih.gov/pubmed/34006917
http://dx.doi.org/10.1038/s41598-021-89468-x
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