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Cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation
The ideal moment to withdraw respiratory supply of patients under Mechanical Ventilation at Intensive Care Units (ICU), is not easy to be determined for clinicians. Although the Spontaneous Breathing Trial (SBT) provides a measure of the patients’ readiness, there is still around 15–20% of predictiv...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8346488/ https://www.ncbi.nlm.nih.gov/pubmed/34362950 http://dx.doi.org/10.1038/s41598-021-95282-2 |
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author | Armañac-Julián, Pablo Hernando, David Lázaro, Jesús de Haro, Candelaria Magrans, Rudys Morales, John Moeyersons, Jonathan Sarlabous, Leonardo López-Aguilar, Josefina Subirà, Carles Fernández, Rafael Orini, Michele Laguna, Pablo Varon, Carolina Gil, Eduardo Bailón, Raquel Blanch, Lluís |
author_facet | Armañac-Julián, Pablo Hernando, David Lázaro, Jesús de Haro, Candelaria Magrans, Rudys Morales, John Moeyersons, Jonathan Sarlabous, Leonardo López-Aguilar, Josefina Subirà, Carles Fernández, Rafael Orini, Michele Laguna, Pablo Varon, Carolina Gil, Eduardo Bailón, Raquel Blanch, Lluís |
author_sort | Armañac-Julián, Pablo |
collection | PubMed |
description | The ideal moment to withdraw respiratory supply of patients under Mechanical Ventilation at Intensive Care Units (ICU), is not easy to be determined for clinicians. Although the Spontaneous Breathing Trial (SBT) provides a measure of the patients’ readiness, there is still around 15–20% of predictive failure rate. This work is a proof of concept focused on adding new value to the prediction of the weaning outcome. Heart Rate Variability (HRV) and Cardiopulmonary Coupling (CPC) methods are evaluated as new complementary estimates to assess weaning readiness. The CPC is related to how the mechanisms regulating respiration and cardiac pumping are working simultaneously, and it is defined from HRV in combination with respiratory information. Three different techniques are used to estimate the CPC, including Time-Frequency Coherence, Dynamic Mutual Information and Orthogonal Subspace Projections. The cohort study includes 22 patients in pressure support ventilation, ready to undergo the SBT, analysed in the 24 h previous to the SBT. Of these, 13 had a successful weaning and 9 failed the SBT or needed reintubation –being both considered as failed weaning. Results illustrate that traditional variables such as heart rate, respiratory frequency, and the parameters derived from HRV do not differ in patients with successful or failed weaning. Results revealed that HRV parameters can vary considerably depending on the time at which they are measured. This fact could be attributed to circadian rhythms, having a strong influence on HRV values. On the contrary, significant statistical differences are found in the proposed CPC parameters when comparing the values of the two groups, and throughout the whole recordings. In addition, differences are greater at night, probably because patients with failed weaning might be experiencing more respiratory episodes, e.g. apneas during the night, which is directly related to a reduced respiratory sinus arrhythmia. Therefore, results suggest that the traditional measures could be used in combination with the proposed CPC biomarkers to improve weaning readiness. |
format | Online Article Text |
id | pubmed-8346488 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-83464882021-08-10 Cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation Armañac-Julián, Pablo Hernando, David Lázaro, Jesús de Haro, Candelaria Magrans, Rudys Morales, John Moeyersons, Jonathan Sarlabous, Leonardo López-Aguilar, Josefina Subirà, Carles Fernández, Rafael Orini, Michele Laguna, Pablo Varon, Carolina Gil, Eduardo Bailón, Raquel Blanch, Lluís Sci Rep Article The ideal moment to withdraw respiratory supply of patients under Mechanical Ventilation at Intensive Care Units (ICU), is not easy to be determined for clinicians. Although the Spontaneous Breathing Trial (SBT) provides a measure of the patients’ readiness, there is still around 15–20% of predictive failure rate. This work is a proof of concept focused on adding new value to the prediction of the weaning outcome. Heart Rate Variability (HRV) and Cardiopulmonary Coupling (CPC) methods are evaluated as new complementary estimates to assess weaning readiness. The CPC is related to how the mechanisms regulating respiration and cardiac pumping are working simultaneously, and it is defined from HRV in combination with respiratory information. Three different techniques are used to estimate the CPC, including Time-Frequency Coherence, Dynamic Mutual Information and Orthogonal Subspace Projections. The cohort study includes 22 patients in pressure support ventilation, ready to undergo the SBT, analysed in the 24 h previous to the SBT. Of these, 13 had a successful weaning and 9 failed the SBT or needed reintubation –being both considered as failed weaning. Results illustrate that traditional variables such as heart rate, respiratory frequency, and the parameters derived from HRV do not differ in patients with successful or failed weaning. Results revealed that HRV parameters can vary considerably depending on the time at which they are measured. This fact could be attributed to circadian rhythms, having a strong influence on HRV values. On the contrary, significant statistical differences are found in the proposed CPC parameters when comparing the values of the two groups, and throughout the whole recordings. In addition, differences are greater at night, probably because patients with failed weaning might be experiencing more respiratory episodes, e.g. apneas during the night, which is directly related to a reduced respiratory sinus arrhythmia. Therefore, results suggest that the traditional measures could be used in combination with the proposed CPC biomarkers to improve weaning readiness. Nature Publishing Group UK 2021-08-06 /pmc/articles/PMC8346488/ /pubmed/34362950 http://dx.doi.org/10.1038/s41598-021-95282-2 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 Armañac-Julián, Pablo Hernando, David Lázaro, Jesús de Haro, Candelaria Magrans, Rudys Morales, John Moeyersons, Jonathan Sarlabous, Leonardo López-Aguilar, Josefina Subirà, Carles Fernández, Rafael Orini, Michele Laguna, Pablo Varon, Carolina Gil, Eduardo Bailón, Raquel Blanch, Lluís Cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation |
title | Cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation |
title_full | Cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation |
title_fullStr | Cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation |
title_full_unstemmed | Cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation |
title_short | Cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation |
title_sort | cardiopulmonary coupling indices to assess weaning readiness from mechanical ventilation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8346488/ https://www.ncbi.nlm.nih.gov/pubmed/34362950 http://dx.doi.org/10.1038/s41598-021-95282-2 |
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