Effect of the machine learning-derived Hypotension Prediction Index (HPI) combined with diagnostic guidance versus standard care on depth and duration of intraoperative and postoperative hypotension in elective cardiac surgery patients: HYPE-2-study protocol of a randomised clinical trial

被引:7
作者
Rellum, Santino R. [1 ,2 ]
Schuurmans, Jaap [1 ,2 ]
Schenk, Jimmy [1 ,3 ]
van der Ster, Bjorn J. P. [1 ]
van der Ven, Ward H. [1 ]
Geerts, Bart F. [4 ]
Hollmann, Markus W. [1 ,5 ]
Cherpanath, Thomas G., V [2 ]
Lagrand, Wim K. [2 ]
Wynandts, Paul [1 ,2 ]
Paulus, Frederique [2 ]
Driessen, Antoine H. G. [6 ]
Terwindt, Lotte E. [1 ]
Eberl, Susanne [1 ]
Hermanns, Henning [1 ]
Veelo, Denise P. [1 ]
Vlaar, Alexander P. J. [2 ]
机构
[1] Amsterdam UMC Locatie AMC, Dept Anesthesiol, Amsterdam, Netherlands
[2] Amsterdam UMC Locatie AMC, Dept Intens Care, Amsterdam, Netherlands
[3] Amsterdam UMC Locatie AMC, Dept Epidemiol & Data Sci, Amsterdam, Netherlands
[4] Healthplus ai BV, Med affairs, Amsterdam, Netherlands
[5] Amsterdam UMC Locatie AMC, Lab Expt Intens Care & Anesthesiol, Amsterdam, Netherlands
[6] Amsterdam UMC Locatie AMC, Heart Ctr, Dept Cardiothorac Surg, Amsterdam, Netherlands
来源
BMJ OPEN | 2023年 / 13卷 / 05期
关键词
BYPASS;
D O I
10.1136/bmjopen-2022-061832
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Introduction Hypotension is common during cardiac surgery and often persists postoperatively in the intensive care unit (ICU). Still, treatment is mainly reactive, causing a delay in its management. The Hypotension Prediction Index (HPI) can predict hypotension with high accuracy. Using the HPI combined with a guidance protocol resulted in a significant reduction in the severity of hypotension in four non-cardiac surgery trials. This randomised trial aims to evaluate the effectiveness of the HPI in combination with a diagnostic guidance protocol on reducing the occurrence and severity of hypotension during coronary artery bypass grafting (CABG) surgery and subsequent ICU admission.Methods and analysis This is a single-centre, randomised clinical trial in adult patients undergoing elective on-pump CABG surgery with a target mean arterial pressure of 65 mm Hg. One hundred and thirty patients will be randomly allocated in a 1:1 ratio to either the intervention or control group. In both groups, a HemoSphere patient monitor with embedded HPI software will be connected to the arterial line. In the intervention group, HPI values of 75 or above will initiate the diagnostic guidance protocol, both intraoperatively and postoperatively in the ICU during mechanical ventilation. In the control group, the HemoSphere patient monitor will be covered and silenced. The primary outcome is the time-weighted average of hypotension during the combined study phases.Ethics and dissemination The medical research ethics committee and the institutional review board of the Amsterdam UMC, location AMC, the Netherlands, approved the trial protocol (NL76236.018.21). No publication restrictions apply, and the study results will be disseminated through a peer-reviewed journal.
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页数:9
相关论文
共 34 条
[1]   The Association of Postcardiac Surgery Acute Kidney Injury with Intraoperative Systolic Blood Pressure Hypotension [J].
Aronson, Solomon ;
Phillips-Bute, Barbara ;
Stafford-Smith, Mark ;
Fontes, Manuel ;
Gaca, Jeffrey ;
Mathew, Joseph P. ;
Newman, Mark F. .
ANESTHESIOLOGY RESEARCH AND PRACTICE, 2013, 2013
[2]   Intraoperative Systolic Blood Pressure Variability Predicts 30-day Mortality in Aortocoronary Bypass Surgery Patients [J].
Aronson, Solomon ;
Stafford-Smith, Mark ;
Phillips-Bute, Barbara ;
Shaw, Andrew ;
Gaca, Jeffrey ;
Newman, Mark .
ANESTHESIOLOGY, 2010, 113 (02) :305-312
[3]   AN ANALYSIS OF TRANSFORMATIONS [J].
BOX, GEP ;
COX, DR .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1964, 26 (02) :211-252
[4]   Rate of Major Anesthetic-Related Outcomes in the Intraoperative and Immediate Postoperative Period After Cardiac Surgery [J].
Brovman, Ethan Y. ;
Gabriel, Rodney A. ;
Lekowski, Robert W. ;
Dutton, Richard P. ;
Urman, Richard D. .
JOURNAL OF CARDIOTHORACIC AND VASCULAR ANESTHESIA, 2016, 30 (02) :338-344
[5]  
Castor EDC, 2019, CASTOR ELECT DATA CA
[6]  
Cengic Sabina, 2020, World J Crit Care Med, V9, P20, DOI 10.5492/wjccm.v9.i2.20
[7]   Ability of an Arterial Waveform Analysis-Derived Hypotension Prediction Index to Predict Future Hypotensive Events in Surgical Patients [J].
Davies, Simon James ;
Vistisen, Simon Tilma ;
Jian, Zhongping ;
Hatib, Feras ;
Scheeren, Thomas W. L. .
ANESTHESIA AND ANALGESIA, 2020, 130 (02) :352-359
[8]   Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis [J].
Hatib, Feras ;
Jian, Zhongping ;
Buddi, Sai ;
Lee, Christine ;
Settels, Jos ;
Sibert, Karen ;
Rinehart, Joseph ;
Cannesson, Maxime .
ANESTHESIOLOGY, 2018, 129 (04) :663-674
[9]   Hypotension After Cardiac Operations Based on Autoregulation Monitoring Leads to Brain Cellular Injury [J].
Hori, Daijiro ;
Ono, Masahiro ;
Rappold, Thomas E. ;
Conte, John V. ;
Shah, Ashish S. ;
Cameron, Duke E. ;
Adachi, Hideo ;
Everett, Allen D. ;
Hogue, Charles W. .
ANNALS OF THORACIC SURGERY, 2015, 100 (02) :487-494
[10]   Little's test of missing completely at random [J].
Li, Cheng .
STATA JOURNAL, 2013, 13 (04) :795-809