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Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review
Intraoperative hypotension is common and has been associated with adverse events. Although association does not imply causation, predicting and preventing hypotension may improve postoperative outcomes. This review summarizes current evidence on the development and validation of an artificial intell...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9571689/ https://www.ncbi.nlm.nih.gov/pubmed/36233419 http://dx.doi.org/10.3390/jcm11195551 |
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author | Sidiropoulou, Tatiana Tsoumpa, Marina Griva, Panayota Galarioti, Vasiliki Matsota, Paraskevi |
author_facet | Sidiropoulou, Tatiana Tsoumpa, Marina Griva, Panayota Galarioti, Vasiliki Matsota, Paraskevi |
author_sort | Sidiropoulou, Tatiana |
collection | PubMed |
description | Intraoperative hypotension is common and has been associated with adverse events. Although association does not imply causation, predicting and preventing hypotension may improve postoperative outcomes. This review summarizes current evidence on the development and validation of an artificial intelligence predictive algorithm, the Hypotension Prediction (HPI) (formerly known as the Hypotension Probability Indicator). This machine learning model can arguably predict hypotension up to 15 min before its occurrence. Several validation studies, retrospective cohorts, as well as a few prospective randomized trials, have been published in the last years, reporting promising results. Larger trials are needed to definitively assess the usefulness of this algorithm in optimizing postoperative outcomes. |
format | Online Article Text |
id | pubmed-9571689 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95716892022-10-17 Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review Sidiropoulou, Tatiana Tsoumpa, Marina Griva, Panayota Galarioti, Vasiliki Matsota, Paraskevi J Clin Med Review Intraoperative hypotension is common and has been associated with adverse events. Although association does not imply causation, predicting and preventing hypotension may improve postoperative outcomes. This review summarizes current evidence on the development and validation of an artificial intelligence predictive algorithm, the Hypotension Prediction (HPI) (formerly known as the Hypotension Probability Indicator). This machine learning model can arguably predict hypotension up to 15 min before its occurrence. Several validation studies, retrospective cohorts, as well as a few prospective randomized trials, have been published in the last years, reporting promising results. Larger trials are needed to definitively assess the usefulness of this algorithm in optimizing postoperative outcomes. MDPI 2022-09-22 /pmc/articles/PMC9571689/ /pubmed/36233419 http://dx.doi.org/10.3390/jcm11195551 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Sidiropoulou, Tatiana Tsoumpa, Marina Griva, Panayota Galarioti, Vasiliki Matsota, Paraskevi Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review |
title | Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review |
title_full | Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review |
title_fullStr | Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review |
title_full_unstemmed | Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review |
title_short | Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review |
title_sort | prediction and prevention of intraoperative hypotension with the hypotension prediction index: a narrative review |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9571689/ https://www.ncbi.nlm.nih.gov/pubmed/36233419 http://dx.doi.org/10.3390/jcm11195551 |
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