Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Sidiropoulou, Tatiana, Tsoumpa, Marina, Griva, Panayota, Galarioti, Vasiliki, Matsota, Paraskevi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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
_version_ 1784810424904974336
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
work_keys_str_mv AT sidiropouloutatiana predictionandpreventionofintraoperativehypotensionwiththehypotensionpredictionindexanarrativereview
AT tsoumpamarina predictionandpreventionofintraoperativehypotensionwiththehypotensionpredictionindexanarrativereview
AT grivapanayota predictionandpreventionofintraoperativehypotensionwiththehypotensionpredictionindexanarrativereview
AT galariotivasiliki predictionandpreventionofintraoperativehypotensionwiththehypotensionpredictionindexanarrativereview
AT matsotaparaskevi predictionandpreventionofintraoperativehypotensionwiththehypotensionpredictionindexanarrativereview