Perioperative goal-directed therapy with artificial intelligence to reduce the incidence of intraoperative hypotension and renal failure in patients undergoing lung surgery: A pilot study
Marit Habicher MD , Sara Marie Denn MD , Emmanuel Schneck MD , Amir Ali Akbari MD , Götz Schmidt MD , Melanie Markmann PhD , Ibrahim Alkoudmani MD , Christian Koch MD , Michael Sander MD
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引用次数: 0
Abstract
Study objective
The aim of this study was to investigate whether goal-directed treatment using artificial intelligence, compared to standard care, can reduce the frequency, duration, and severity of intraoperative hypotension in patients undergoing single lung ventilation, with a potential reduction of postoperative acute kidney injury (AKI).
Design
single center, single-blinded randomized controlled trial.
Setting
University hospital operating room.
Patients
150 patients undergoing lung surgery with single lung ventilation were included.
Interventions
Patients were randomly assigned to two groups: the Intervention group, where a goal-directed therapy based on the Hypotension Prediction Index (HPI) was implemented; the Control group, without a specific hemodynamic protocol.
Measurements
The primary outcome measures include the frequency, duration of intraoperative hypotension, furthermore the Area under MAP 65 and the time-weighted average (TWA) of MAP of 65. Other outcome parameters are the incidence of AKI and myocardial injury after non-cardiac surgery (MINS).
Main results
The number of hypotensive episodes was lower in the intervention group compared to the control group (0 [0–1] vs. 1 [0–2]; p = 0.01), the duration of hypotension was shorter in the intervention group (0 min [0–3.17] vs. 2.33 min [0–7.42]; p = 0.01). The area under the MAP of 65 (0 mmHg * min [0−12] vs. 10.67 mmHg * min [0–44.16]; p < 0.01) and the TWA of MAP of 65 (0 mmHg [0–0.08] vs. 0.07 mmHg [0–0.25]; p < 0.01) were lower in the intervention group.
The incidence of postoperative AKI showed no differences between the groups (6.7 % vs.4.2 %; p = 0.72). There was a trend to lower incidence of MINS in the intervention group (17.1 % vs. 31.8 %; p = 0.07). A tendency towards reduced postoperative infection was seen in the intervention group (16.0 % vs. 26.8 %; p = 0.16).
Conclusions
The implementation of a treatment algorithm based on HPI allowed us to decrease the duration and severity of hypotension in patients undergoing lung surgery. It did not result in a significant reduction in the incidence of AKI, however we observed a tendency towards lower incidence of MINS in the intervention group, along with a slight reduction in postoperative infections.
期刊介绍:
The Journal of Clinical Anesthesia (JCA) addresses all aspects of anesthesia practice, including anesthetic administration, pharmacokinetics, preoperative and postoperative considerations, coexisting disease and other complicating factors, cost issues, and similar concerns anesthesiologists contend with daily. Exceptionally high standards of presentation and accuracy are maintained.
The core of the journal is original contributions on subjects relevant to clinical practice, and rigorously peer-reviewed. Highly respected international experts have joined together to form the Editorial Board, sharing their years of experience and clinical expertise. Specialized section editors cover the various subspecialties within the field. To keep your practical clinical skills current, the journal bridges the gap between the laboratory and the clinical practice of anesthesiology and critical care to clarify how new insights can improve daily practice.