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Prediction and Prevention of Intraoperative Hypotension with the Hypotension Prediction Index: A Narrative Review

Overview
Journal J Clin Med
Specialty General Medicine
Date 2022 Oct 14
PMID 36233419
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Abstract

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.

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References
1.
Salmasi V, Maheshwari K, Yang D, Mascha E, Singh A, Sessler D . Relationship between Intraoperative Hypotension, Defined by Either Reduction from Baseline or Absolute Thresholds, and Acute Kidney and Myocardial Injury after Noncardiac Surgery: A Retrospective Cohort Analysis. Anesthesiology. 2016; 126(1):47-65. DOI: 10.1097/ALN.0000000000001432. View

2.
Futier E, Lefrant J, Guinot P, Godet T, Lorne E, Cuvillon P . Effect of Individualized vs Standard Blood Pressure Management Strategies on Postoperative Organ Dysfunction Among High-Risk Patients Undergoing Major Surgery: A Randomized Clinical Trial. JAMA. 2017; 318(14):1346-1357. PMC: 5710560. DOI: 10.1001/jama.2017.14172. View

3.
Alexander J, Joshi G . Anesthesiology, automation, and artificial intelligence. Proc (Bayl Univ Med Cent). 2018; 31(1):117-119. PMC: 5903534. DOI: 10.1080/08998280.2017.1391036. View

4.
Wesselink E, Kappen T, Torn H, Slooter A, van Klei W . Intraoperative hypotension and the risk of postoperative adverse outcomes: a systematic review. Br J Anaesth. 2018; 121(4):706-721. DOI: 10.1016/j.bja.2018.04.036. View

5.
Wijeysundera D, McIsaac D, London M . The Promise and Challenges of Predictive Analytics in Perioperative Care. Anesthesiology. 2022; 137(3):275-279. DOI: 10.1097/ALN.0000000000004332. View