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

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.

Study Overview

• Status: Completed
• Conditions: Hypotension; Intraoperative Hypotension; Postoperative Hypotension
• Intervention / Treatment: Other: HPI guided treatment advice

Detailed Description

Population studied:

All adult patients undergoing elective on-pump CABG surgery or CABG with additional single heart valve surgery (e.g. valve repair or replacement), requiring a radial arterial line and an intended target MAP of 65 mmHg or above during both surgery (excluding cardiopulmonary bypass pump time (CBP)) and during mechanically ventilated phase of duration of ICU admission.

• Study Type: Interventional
• Enrollment (Actual): 130
• Phase: Not Applicable

Contacts and Locations

Study Locations

• Netherlands
  • Noord-Holland
    • Amsterdam-Zuidoost, Noord-Holland, Netherlands, 1105 AZ
      • Amsterdam University Medical Centers

Participation Criteria

Eligibility Criteria

• Ages Eligible for Study: Adult; Older Adult
• Accepts Healthy Volunteers: No

Description

Inclusion Criteria:

• Aged 18 years or older at inclusion
• 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

Exclusion Criteria:

• 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

Study Plan

How is the study designed?

Design Details

• Primary Purpose: Prevention
• Allocation: Randomized
• Interventional Model: Parallel Assignment
• Masking: Single

Number of Arms

2

Arms and Interventions

Participant Group / Arm	Intervention / Treatment
No Intervention: Control group; Objective 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.
Experimental: Additional HPI guided treatment; Objective 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.	Other: HPI guided treatment advice; 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.

What is the study measuring?

Primary Outcome Measures

Outcome Measure	Measure Description	Time Frame
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 Outcome Measures

Outcome Measure	Measure Description	Time Frame
Incidence of hypotension	number of hypotensive events during study phases	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	amount of time in minutes spent in hypotension during study phases	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	amount of time in hypotension expressed in percentage of the total study phases' duration	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	AUT 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'.	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	number of hypertensive events during study phases	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 hypertension	amount of time in minutes spent in hypertension during study phases	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 hypertension	amount of time in hypertension expressed in percentage of the total study phases' duration	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 AAT of a MAP > 100 mmHg	AAT is a calculation of the depth (in mmHg) of hypertension above the 'threshold' MAP of 100 mmHg x the time spent in hypertension in minutes, this resulting in an 'area'.	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)
TWA of hypertension	TWA is a calculation of the depth (in mmHg) of hypertension above the 'threshold' MAP of 100 mmHg x the time spent in hypertension in minutes, this resulting in an 'area'. This 'area' is divided by the total duration of the measurement.	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 HPI alarm (HPI ≥ 75)	number of HPI alarms during study phases	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 HPI alarm	amount of time in minutes spent in HPI alarms during study phases	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 HPI alarm	amount of time in HPI alarms expressed in percentage of the total study phases' duration	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 AAT of a HPI ≥ 75	AAT is a calculation of the depth of HPI above or equal to the 'threshold' of 75 x the time spent in HPI alarm in minutes, this resulting in an 'area'.	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)
TWA of HPI alarm	TWA is a calculation of the depth of HPI above or equal to the 'threshold' of 75 x the time spent in HPI alarm in minutes, this resulting in an 'area'. This 'area' is divided by the total duration of the measurement.	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)
Treatment choice	vasopressors, blood transfusions, fluids, inotropes, position changes, decrease in anesthetics	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)
Treatment dose	Dosage of medication or volume of fluids	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 to treatment	If an alarm or hypotensive event had more than 1 treatment, the time to first treatment will be used.	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)
Number of treatments	amount of treatments (e.g., administered fluids, vasopressors, inotropes, anesthetics) given to alter the hemodynamics (increase of reduce the blood pressure)	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)

Other Outcome Measures

Outcome Measure	Measure Description	Time Frame
Incidence of hypertension (intraoperative)	number of hypertensive events during the intraoperative study phases	During both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
Incidence of hypertension (postoperative in the ICU)	number of hypertensive events during the ICU study phase	During the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
Time spent in hypertension (intraoperative)	amount of time in minutes spent in hypertension during the intraoperative study phases	During both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
Time spent in hypertension (postoperative in the ICU)	amount of time in minutes spent in hypertension during the ICU study phase	During the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
TWA of hypertension (intraoperative)	TWA is a calculation of the depth (in mmHg) of hypertension above the 'threshold' MAP of 100 mmHg x the time spent in hypertension in minutes, this resulting in an 'area'. This 'area' is divided by the total duration of the measurement.	During both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
TWA of hypertension (postoperative in the ICU)	TWA is a calculation of the depth (in mmHg) of hypertension above the 'threshold' MAP of 100 mmHg x the time spent in hypertension in minutes, this resulting in an 'area'. This 'area' is divided by the total duration of the measurement.	During the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
Incidence of HPI alarm (HPI ≥ 75) (intraoperative)	number of HPI alarms during the intraoperative study phases	During both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
Incidence of HPI alarm (HPI ≥ 75) (postoperative in the ICU)	number of HPI alarms during the ICU study phase	During the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
Time spent in HPI alarm (intraoperative)	amount of time in minutes spent in HPI alarms during the intraoperative study phases	During both the off-pump phases of on-pump CABG surgery (up to 8 hours)
Time spent in HPI alarm (postoperative in the ICU)	amount of time in minutes spent in HPI alarms during the ICU study phase	During the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
TWA of HPI alarm (intraoperative)	TWA is a calculation of the depth of HPI above or equal to the 'threshold' of 75 x the time spent in HPI alarm in minutes, this resulting in an 'area'. This 'area' is divided by the total duration of the measurement.	During both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
TWA of HPI alarm (postoperative in the ICU)	TWA is a calculation of the depth of HPI above or equal to the 'threshold' of 75 x the time spent in HPI alarm in minutes, this resulting in an 'area'. This 'area' is divided by the total duration of the measurement.	During the mechanically ventilated phase of post-operative ICU admission (or 8 hours maximum)
Compliance of clinicians to HPI treatment protocol + diagnostic guidance	Assessed by the number of- and reason for protocol deviations: ignored treatment advices. The nurse driven hypotension treatment protocol only applies to the ICU nurses	Will be analyzed for all study phases 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)
Association between decrease in TWA of hypotension and a difference in creatinine (μmol/L)	Difference in laboratory value of creatinine between the control and HPI guided treatment group after the surgical procedure	Admission at ICU admission, and every morning of hospitalization after surgery (up to 28 days)
Association between decrease in TWA of hypotension and a difference in lactate (mmol/L)	Difference in laboratory value of lactate between the control and HPI guided treatment group	All lactate samples taken during the study phases and the samples taken every morning during ICU admission (up to 28 days)
Association between decrease in TWA of hypotension and a difference in creatinine kinase MB (μg/L)	Difference in laboratory value of creatinine kinase MB between the control and HPI guided treatment group	During ICU admission (up to 28 days)
Association between decrease in TWA of hypotension and a difference in hematocrit (L/L)	Difference in laboratory value of hematocrit between the control and HPI guided treatment group	During ICU admission (up to 28 days)
Association between decrease in TWA of hypotension and a difference in central venous oxygen saturation (%)	Difference in laboratory value of central venous oxygen saturation between the control and HPI guided treatment group	All samples taken during the study phases until the first sample after extubation at ICU (up to 28 days)
Association between decrease in TWA of hypotension and a difference in brain natriuretic peptide (ng/L)	Difference in laboratory value of brain natriuretic peptide between the control and HPI guided treatment group	During ICU admission (up to 28 days)
Sustained effect on TWA of hypotension	To study whether reducing the severity of hypotension with HPI and diagnostic guidance during both the surgery and the first hours of ICU admission results in a sustained effect after discontinuation of the HPI guided treatment.	After HPI and diagnostic guidance is disconnected up to 8 hours after discontinuation.
Sustained effect on incidence of hypotension	To study whether reducing the severity of hypotension with HPI and diagnostic guidance during both the surgery and the first hours of ICU admission results in a sustained effect after discontinuation of the HPI guided treatment.	After HPI and diagnostic guidance is disconnected up to 8 hours after discontinuation.
Sustained effect on time spent in hypotension	To study whether reducing the severity of hypotension with HPI and diagnostic guidance during both the surgery and the first hours of ICU admission results in a sustained effect after discontinuation of the HPI guided treatment.	After HPI and diagnostic guidance is disconnected up to 8 hours after discontinuation.
Difference in treatment behaviour between groups expressed as total number of alarms (n)	To study control group's treatment behaviour after silent alarms to which they were blinded and compare this with treatment behaviour after alarms in the HPI guided treatment group. This analysis focusses on the number of treatments after an early warning system alarm (referred to as 'alarm') but before hypotension occurred. In the HPI guided treatment group the alarms were visible to the treating anesthesiologists. In the control group the alarms were not visible to the treating anesthesiologists. The researchers will compare the total number of alarms (n) between both groups.	Will be analyzed for all study phases 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)
Difference in treatment behaviour between groups expressed as number of alarms per patients (n)	To study control group's treatment behaviour after silent alarms to which they were blinded and compare this with treatment behaviour after alarms in the HPI guided treatment group. This analysis focusses on the number of treatments after an early warning system alarm (referred to as 'alarm') but before hypotension occurred. In the HPI guided treatment group the alarms were visible to the treating anesthesiologists. In the control group the alarms were not visible to the treating anesthesiologists. The researchers will compare the number of alarms per patients (n) between both groups.	Will be analyzed for all study phases 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)
Difference in treatment behaviour between groups expressed as total percentage of alarms treated (%)	To study control group's treatment behaviour after silent alarms to which they were blinded and compare this with treatment behaviour after alarms in the HPI guided treatment group. This analysis focusses on the number of treatments after an early warning system alarm (referred to as 'alarm') but before hypotension occurred. In the HPI guided treatment group the alarms were visible to the treating anesthesiologists. In the control group the alarms were not visible to the treating anesthesiologists. The researchers will compare the total percentage of alarms treated (%) for each group.	Will be analyzed for all study phases 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)
Difference in treatment behaviour between groups expressed as time from alarm to first treatment action (seconds).	To study control group's treatment behaviour after silent alarms to which they were blinded and compare this with treatment behaviour after alarms in the HPI guided treatment group. This analysis focusses on the number of treatments after an early warning system alarm (referred to as 'alarm') but before hypotension occurred. In the HPI guided treatment group the alarms were visible to the treating anesthesiologists. In the control group the alarms were not visible to the treating anesthesiologists. The researchers will compare the time from alarm occurrences to first treatment action (seconds).	Will be analyzed for all study phases 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)
Difference in treatment behaviour between groups expressed as time from first alarm to first treatment action (seconds).	To study control group's treatment behaviour after silent alarms to which they were blinded and compare this with treatment behaviour after alarms in the HPI guided treatment group. This analysis focusses on the number of treatments after an early warning system alarm (referred to as 'alarm') but before hypotension occurred. In the HPI guided treatment group the alarms were visible to the treating anesthesiologists. In the control group the alarms were not visible to the treating anesthesiologists. The researchers will compare the time from first alarm to first treatment action (seconds).	Will be analyzed for all study phases 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)
Assess required treatment during hypotension (MAP < 65 mmHg) within both off-pump phases of on-pump CABG surgery as the determined by the anesthesiologist based on transesophageal echocardiogram (TEE) observations.	Anesthesiologists have the expertise to use TEE observations during hypotensive events to obtain insight in the most likely cause of hypotension: hypovolemia, vasoplegia or reduced ventricular contractility. Each time these observations are obtained the researchers will annotate the determined required treatment.	During hemodynamic instability (hypotension) within both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
Assess required treatment during hypotension (MAP < 65 mmHg) within both off-pump phases of on-pump CABG surgery as the determined by the diagnostic guidance protocol.	Prior to the start of the study the researchers designed a diagnostic guidance protocol that integrates parameters obtained from the HemoSphere monitor (i.e., stroke volume, stroke volume variation, systemic vascular resistance, and Dynamic arterial elastance). These parameters provide insight in the most likely cause of forthcoming hypotension: hypovolemia, vasoplegia or reduced ventricular contractility. During hemodynamic instability and hypotension the diagnostic guidance protocl is used to determine the required treatment and will be annotated.	During hemodynamic instability (hypotension) within both the off-pump phases of on-pump CABG surgery (or 8 hours maximum)
Relation between required treatment as determined by the anesthesiologist's expertise using TEE observations versus the required treatment as determined using the diagnostic guidance protocol.	As described in the outcome measures 46 and 47, the researchers will assess the required treatments during hemodynamic instability and hypotension. These treatments are determined by the anesthesiologists using TEE observations and simultaneously also by the researchers using the study's diagnostic guidance protocol. Both diagnostic strategies will determine the same treatment options, namely: hypovolemia, vasoplegia or reduced ventricular contractility. The researchers will assess the number of devations in determined treatment.	During hemodynamic instability within both the off-pump phases of on-pump CABG surgery (up to 8 hours)

Collaborators and Investigators

• Sponsor: Academisch Medisch Centrum - Universiteit van Amsterdam (AMC-UvA)
• Collaborators: Edwards Lifesciences
• Investigators: Principal Investigator: A.P.J. Vlaar, Department of Intensive Care, Amsterdam UMC, location AMC, Amsterdam, the Netherlands

Publications and helpful links

General Publications

• Hatib 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.
• 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.

Study record dates

Study Major Dates

• Study Start (Actual): May 20, 2021
• Primary Completion (Actual): February 16, 2023
• Study Completion (Actual): March 16, 2023

Study Registration Dates

• First Submitted: February 28, 2023
• First Submitted That Met QC Criteria: April 7, 2023
• First Posted (Actual): April 20, 2023

Study Record Updates

• Last Update Posted (Actual): April 20, 2023
• Last Update Submitted That Met QC Criteria: April 7, 2023
• Last Verified: April 1, 2023

More Information

Terms related to this study

• Keywords: Intensive Care Unit; Cardiac surgery; Coronary Artery Bypass Grafting
• Additional Relevant MeSH Terms: Cardiovascular Diseases; Vascular Diseases; Hypotension
• Other Study ID Numbers: NL76236.018.21; NL9449 (Registry Identifier: Netherlands Trial Registry)

Plan for Individual participant data (IPD)

• Plan to Share Individual Participant Data (IPD)?: YES
• IPD Plan Description: 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.
• IPD Sharing Time Frame: After 3 months and ending 36 months following article publication
• IPD Sharing Access Criteria: Researchers who provide a methodologically sound proposal to achieve results in line with the proposed outcomes will be able to obtain IPD.
• IPD Sharing Supporting Information Type: STUDY_PROTOCOL; SAP; ICF; ANALYTIC_CODE

Drug and device information, study documents

• Studies a U.S. FDA-regulated drug product: No
• Studies a U.S. FDA-regulated device product: No