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Hypotension Prediction Index guided Goal Directed therapy and the amount of Hypotension during Major Gynaecologic Oncologic Surgery: a Randomized Controlled clinical Trial

Intraoperative hypotension (IOH) is associated with increased morbidity and mortality. Hypotension Prediction Index (HPI) is a machine learning derived algorithm that predicts IOH shortly before it occurs. We tested the hypothesis that the application of the HPI in combination with a pre-defined Goa...

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Autores principales: Frassanito, Luciano, Giuri, Pietro Paolo, Vassalli, Francesco, Piersanti, Alessandra, Garcia, Manuel Ignacio Monge, Sonnino, Chiara, Zanfini, Bruno Antonio, Catarci, Stefano, Antonelli, Massimo, Draisci, Gaetano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10372133/
https://www.ncbi.nlm.nih.gov/pubmed/37119322
http://dx.doi.org/10.1007/s10877-023-01017-1
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author Frassanito, Luciano
Giuri, Pietro Paolo
Vassalli, Francesco
Piersanti, Alessandra
Garcia, Manuel Ignacio Monge
Sonnino, Chiara
Zanfini, Bruno Antonio
Catarci, Stefano
Antonelli, Massimo
Draisci, Gaetano
author_facet Frassanito, Luciano
Giuri, Pietro Paolo
Vassalli, Francesco
Piersanti, Alessandra
Garcia, Manuel Ignacio Monge
Sonnino, Chiara
Zanfini, Bruno Antonio
Catarci, Stefano
Antonelli, Massimo
Draisci, Gaetano
author_sort Frassanito, Luciano
collection PubMed
description Intraoperative hypotension (IOH) is associated with increased morbidity and mortality. Hypotension Prediction Index (HPI) is a machine learning derived algorithm that predicts IOH shortly before it occurs. We tested the hypothesis that the application of the HPI in combination with a pre-defined Goal Directed Therapy (GDT) hemodynamic protocol reduces IOH during major gynaecologic oncologic surgery. We enrolled women scheduled for major gynaecologic oncologic surgery under general anesthesia with invasive arterial pressure monitoring. Patients were randomized to a GDT protocol aimed at optimizing stroke volume index (SVI) or hemodynamic management based on HPI guidance in addition to GDT. The primary outcome was the amount of IOH, defined as the timeweighted average (TWA) mean arterial pressure (MAP) < 65 mmHg. Secondary outcome was the TWA-MAP < 65 mmHg during the first 20 min after induction of GA. After exclusion of 10 patients the final analysis included 60 patients (30 in each group). The median (25–75th IQR) TWA-MAP < 65 mmHg was 0.14 (0.04–0.66) mmHg in HPI group versus 0.77 (0.36–1.30) mmHg in Control group, P < 0.001. During the first 20 min after induction of GA, the median TWA-MAP < 65 mmHg was 0.53 (0.06–1.8) mmHg in the HPI group and 2.15 (0.65–4.2) mmHg in the Control group, P = 0.001. Compared to a GDT protocol aimed to SVI optimization, a machine learning-derived algorithm for prediction of IOH combined with a GDT hemodynamic protocol, reduced IOH and hypotension after induction of general anesthesia in patients undergoing major gynaecologic oncologic surgery. Trial registration number: NCT04547491. Date of registration: 10/09/2020.
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spelling pubmed-103721332023-07-28 Hypotension Prediction Index guided Goal Directed therapy and the amount of Hypotension during Major Gynaecologic Oncologic Surgery: a Randomized Controlled clinical Trial Frassanito, Luciano Giuri, Pietro Paolo Vassalli, Francesco Piersanti, Alessandra Garcia, Manuel Ignacio Monge Sonnino, Chiara Zanfini, Bruno Antonio Catarci, Stefano Antonelli, Massimo Draisci, Gaetano J Clin Monit Comput Original Research Intraoperative hypotension (IOH) is associated with increased morbidity and mortality. Hypotension Prediction Index (HPI) is a machine learning derived algorithm that predicts IOH shortly before it occurs. We tested the hypothesis that the application of the HPI in combination with a pre-defined Goal Directed Therapy (GDT) hemodynamic protocol reduces IOH during major gynaecologic oncologic surgery. We enrolled women scheduled for major gynaecologic oncologic surgery under general anesthesia with invasive arterial pressure monitoring. Patients were randomized to a GDT protocol aimed at optimizing stroke volume index (SVI) or hemodynamic management based on HPI guidance in addition to GDT. The primary outcome was the amount of IOH, defined as the timeweighted average (TWA) mean arterial pressure (MAP) < 65 mmHg. Secondary outcome was the TWA-MAP < 65 mmHg during the first 20 min after induction of GA. After exclusion of 10 patients the final analysis included 60 patients (30 in each group). The median (25–75th IQR) TWA-MAP < 65 mmHg was 0.14 (0.04–0.66) mmHg in HPI group versus 0.77 (0.36–1.30) mmHg in Control group, P < 0.001. During the first 20 min after induction of GA, the median TWA-MAP < 65 mmHg was 0.53 (0.06–1.8) mmHg in the HPI group and 2.15 (0.65–4.2) mmHg in the Control group, P = 0.001. Compared to a GDT protocol aimed to SVI optimization, a machine learning-derived algorithm for prediction of IOH combined with a GDT hemodynamic protocol, reduced IOH and hypotension after induction of general anesthesia in patients undergoing major gynaecologic oncologic surgery. Trial registration number: NCT04547491. Date of registration: 10/09/2020. Springer Netherlands 2023-04-29 2023 /pmc/articles/PMC10372133/ /pubmed/37119322 http://dx.doi.org/10.1007/s10877-023-01017-1 Text en © The Author(s) 2023 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 Original Research
Frassanito, Luciano
Giuri, Pietro Paolo
Vassalli, Francesco
Piersanti, Alessandra
Garcia, Manuel Ignacio Monge
Sonnino, Chiara
Zanfini, Bruno Antonio
Catarci, Stefano
Antonelli, Massimo
Draisci, Gaetano
Hypotension Prediction Index guided Goal Directed therapy and the amount of Hypotension during Major Gynaecologic Oncologic Surgery: a Randomized Controlled clinical Trial
title Hypotension Prediction Index guided Goal Directed therapy and the amount of Hypotension during Major Gynaecologic Oncologic Surgery: a Randomized Controlled clinical Trial
title_full Hypotension Prediction Index guided Goal Directed therapy and the amount of Hypotension during Major Gynaecologic Oncologic Surgery: a Randomized Controlled clinical Trial
title_fullStr Hypotension Prediction Index guided Goal Directed therapy and the amount of Hypotension during Major Gynaecologic Oncologic Surgery: a Randomized Controlled clinical Trial
title_full_unstemmed Hypotension Prediction Index guided Goal Directed therapy and the amount of Hypotension during Major Gynaecologic Oncologic Surgery: a Randomized Controlled clinical Trial
title_short Hypotension Prediction Index guided Goal Directed therapy and the amount of Hypotension during Major Gynaecologic Oncologic Surgery: a Randomized Controlled clinical Trial
title_sort hypotension prediction index guided goal directed therapy and the amount of hypotension during major gynaecologic oncologic surgery: a randomized controlled clinical trial
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10372133/
https://www.ncbi.nlm.nih.gov/pubmed/37119322
http://dx.doi.org/10.1007/s10877-023-01017-1
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