Hypotension Prediction 2 Study in Cardiac Surgery and Postoperative ICU Admission
HYPE-2
Effect of a Machine Learning-Derived Early Warning System for Hypotension vs Standard Care on Depth and Duration of Intra- and Postoperative Hypotension in Elective Cardiac Surgery
2 other identifiers
interventional
130
1 country
1
Brief Summary
This trial registration serves as an amendment incorporating the IPD Sharing Statement. This study already has a trial registration (2021 April 30) in the Netherlands Trial Registry (Reference number NL9449, https://trialsearch.who.int/). However, the NTR register is subject to a merger with another Dutch register. This means that existing registrations are still visible, but can no longer be adjusted. Study summary: Hypotension in the operating room (OR) and during post-operative ICU admission is common in surgical patients and even more prevalent in cardiac surgery patients. It is associated with adverse outcomes and while these events are preventable, current management is predominantly reactive. Edwards Lifesciences (Irvine, CA) has developed the Hypotension Prediction Index (HPI), an early warning system that predicts an hypotensive event, defined as MAP below 65 mmHg, with high accuracy minutes before it occurs. At the time of writing the protocol this model has not been tested in a clinical trial in cardiac surgery patients or ICU admitted patients. The aim of the HYPE-2 trial is to assess whether the HPI-algorithm can reduce the time-weighted average (TWA) of intra- and postoperative hypotension in elective on-pump coronary artery bypass graft (CABG) surgery patients.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P50-P75 for not_applicable
Started May 2021
Typical duration for not_applicable
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
May 20, 2021
CompletedPrimary Completion
Last participant's last visit for primary outcome
February 16, 2023
CompletedFirst Submitted
Initial submission to the registry
February 28, 2023
CompletedStudy Completion
Last participant's last visit for all outcomes
March 16, 2023
CompletedFirst Posted
Study publicly available on registry
April 20, 2023
CompletedApril 20, 2023
April 1, 2023
1.7 years
February 28, 2023
April 7, 2023
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
The overall time-weighted average (TWA) of hypotension (severity of hypotension)
TWA is a calculation of the depth (in mmHg) of hypotension below the 'threshold' MAP of 65 mmHg x the time spent in hypotension in minutes, this resulting in an 'area'. To better compare this value between different patients the 'area' can be divided by the total duration of the measurement.
During both the off-pump phases of on-pump CABG surgery and the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
Secondary Outcomes (18)
Incidence of hypotension
Will be analyzed for the overall duration of both the off-pump phases of on-pump CABG surgery and the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
Time spent in hypotension
Will be analyzed for the overall duration of both the off-pump phases of on-pump CABG surgery and the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
The percentage of time in hypotension
Will be analyzed for the overall duration of both the off-pump phases of on-pump CABG surgery and the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
The AUT of a MAP < 65 mmHg
Will be analyzed for the overall duration of both the off-pump phases of on-pump CABG surgery and the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
Incidence of hypertension
Will be analyzed for the overall duration of both the off-pump phases of on-pump CABG surgery and the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
- +13 more secondary outcomes
Other Outcomes (30)
Incidence of hypertension (intraoperative)
During both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
Incidence of hypertension (postoperative in the ICU)
During the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
Time spent in hypertension (intraoperative)
During both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
- +27 more other outcomes
Study Arms (2)
Control group
NO INTERVENTIONObjective to maintain a mean arterial blood pressure (MAP) above or equal to 65 mm Hg, as is standard care in out institution. This is done using standard hemodynamic monitoring, which in our center consists of continuous arterial blood pressure monitoring and the pulse pressure variation parameter. The clinician will administer either fluids, inotropes, vasopressors, or a combination, or apply positional changes to maintain the set MAP threshold.
Additional HPI guided treatment
EXPERIMENTALObjective to maintain a mean arterial blood pressure (MAP) above or equal to 65 mm Hg, as is standard care in out institution. This is done using standard hemodynamic monitoring (as described for the control group) but is assisted by the Hypotension Prediction Index (HPI). This parameter is made available to the clinicians with the HemoSphere Advanced Monitoring Platform (HemoSphere) and is used to initiate treatment when the HPI values is ≥ 75. It also provides additional advanced hemodynamic variables (e.g. cardiac output, systemic vascular resistance). The treating clinicians are trained to use these variables and are provided with a diagnostic flowchart to determine the cause (preload, contractility and afterload) of the upcoming hypotensive (MAP \< 65 mmHg) event. Timing of treatment and choice of treatment is then left to the discretion of the attending clinician.
Interventions
Administer hemodynamic altering intervention aimed at either a preload, contractility, or afterload problem to prevent impending hypotension. Treatment options include: administering either fluids, inotropes, vasopressors, positional changes, or a combination.
Eligibility Criteria
You may qualify if:
- Planned for elective on-pump CABG surgery or CABG with additional single heart valve surgery (e.g. valve repair or replacement)
- Planned to receive standard monitoring for cardiac surgery
- Target MAP of 65 mmHg or above during surgery
- Target MAP of 65 mmHg or above during the mechanically ventilated phase of ICU admission
You may not qualify if:
- Known cardiac shunts (significant)
- Severe cardiac arrhythmias (including but not limited to persistent atrial fibrillation prior to surgery)
- Expected to receive an hemodynamic assist device (e.g. intra-aortic balloon pump) during surgery
- Dialysis dependent kidney failure prior to surgery
- Planned to receive Perioperative Goal Directed Therapy (PGDT) other than standard intraoperative care
- Previous cardiac surgery in medical history
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Amsterdam University Medical Centers
Amsterdam-Zuidoost, North Holland, 1105 AZ, Netherlands
Related Publications (4)
Wijnberge M, Geerts BF, Hol L, Lemmers N, Mulder MP, Berge P, Schenk J, Terwindt LE, Hollmann MW, Vlaar AP, Veelo DP. Effect of a Machine Learning-Derived Early Warning System for Intraoperative Hypotension vs Standard Care on Depth and Duration of Intraoperative Hypotension During Elective Noncardiac Surgery: The HYPE Randomized Clinical Trial. JAMA. 2020 Mar 17;323(11):1052-1060. doi: 10.1001/jama.2020.0592.
PMID: 32065827BACKGROUNDHatib F, Jian Z, Buddi S, Lee C, Settels J, Sibert K, Rinehart J, Cannesson M. Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis. Anesthesiology. 2018 Oct;129(4):663-674. doi: 10.1097/ALN.0000000000002300.
PMID: 29894315BACKGROUNDSchuurmans J, Rellum SR, Schenk J, van der Ster BJP, van der Ven WH, Geerts BF, Hollmann MW, Cherpanath TGV, Lagrand WK, Wynandts PR, Paulus F, Driessen AHG, Terwindt LE, Eberl S, Hermanns H, Veelo DP, Vlaar APJ. Effect of a Machine Learning-Derived Early Warning Tool With Treatment Protocol on Hypotension During Cardiac Surgery and ICU Stay: The Hypotension Prediction 2 (HYPE-2) Randomized Clinical Trial. Crit Care Med. 2025 Feb 1;53(2):e328-e340. doi: 10.1097/CCM.0000000000006518. Epub 2024 Nov 22.
PMID: 39576150DERIVEDRellum SR, Schuurmans J, Schenk J, van der Ster BJP, van der Ven WH, Geerts BF, Hollmann MW, Cherpanath TGV, Lagrand WK, Wynandts P, Paulus F, Driessen AHG, Terwindt LE, Eberl S, Hermanns H, Veelo DP, Vlaar APJ. 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. BMJ Open. 2023 May 2;13(5):e061832. doi: 10.1136/bmjopen-2022-061832.
PMID: 37130670DERIVED
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
A.P.J. Vlaar
Department of Intensive Care, Amsterdam UMC, location AMC, Amsterdam, the Netherlands
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- SINGLE
- Who Masked
- PARTICIPANT
- Masking Details
- The patient and the researcher performing the analysis are blinded. Because of the nature of the interventions, the investigators and treating anesthesiologist, anaesthesia nurse, intensivist and critical care nurse will not be masked to group allocation.
- Purpose
- PREVENTION
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- professor
Study Record Dates
First Submitted
February 28, 2023
First Posted
April 20, 2023
Study Start
May 20, 2021
Primary Completion
February 16, 2023
Study Completion
March 16, 2023
Last Updated
April 20, 2023
Record last verified: 2023-04
Data Sharing
- IPD Sharing
- Will share
- Shared Documents
- STUDY PROTOCOL, SAP, ICF, ANALYTIC CODE
- Time Frame
- After 3 months and ending 36 months following article publication
- Access Criteria
- Researchers who provide a methodologically sound proposal to achieve results in line with the proposed outcomes will be able to obtain IPD.
Individual participant data that underlie the results reported in the final article including results in the text, tables, figures, and appendices, will be made available after deidentification.