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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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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. |
format | Online Article Text |
id | pubmed-8131388 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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