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

J Clin Med. 2022 Sep 22;11(19):5551. doi: 10.3390/jcm11195551.

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.

Keywords: hypotension prediction index; intraoperative hypotension; machine learning.

Publication types

  • Review

Grants and funding

This research received no external funding.