Evidence map›Paper›PMID 37130670›Full record

ArticleBMJ open2023

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.

Santino R Rellum, Jaap Schuurmans, Jimmy Schenk, Björn J P van der Ster, Ward H van der Ven, Bart F Geerts, Markus W Hollmann, Thomas G V Cherpanath, Wim K Lagrand, Paul Wynandts and 7 more

2 registry-linked trialsOpen access · goldAbstract readClinical Trial Protocol
In one paragraph

Article in BMJ open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 4 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 2 pooled it
3.5field-weighted citation impact, top 7% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT05821647 nacompletednot on this map

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

TypeinterventionalSponsorAcademisch Medisch Centrum - Universiteit van Amsterdam (AMC-UvA)Ran2021 to 2023Enrolled130ConditionsIntraoperative Hypotension, Postoperative Hypotension, HypotensionArmsHPI guided treatment advice
NCT05964374 nacompletednot on this map

Goal-Directed Therapy (GDT) Using Hypotension Prediction Index (HPI) Following Cardiac Surgery: a Pilot Randomized Control Trial

TypeinterventionalSponsorUniversity of CalgaryRan2023 to 2025Enrolled100ConditionsSurgeryArmsGoal-directed therapy
3 · Its place in the literature

Who cites it

4 citing papers in PubMed, 2 syntheses or guidelines pooled it, 11 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors at 2 institutions in 2 countries.

Santino R RellumDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.ORCID 0000-0002-9971-7946
Jaap SchuurmansDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Jimmy SchenkDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Björn J P van der SterDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Ward H van der VenDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Bart F GeertsMedical affairs, Healthplus.ai B.V, Amsterdam, Netherlands.
Markus W HollmannDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Thomas G V CherpanathDepartment of Intensive Care, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Wim K LagrandDepartment of Intensive Care, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Paul WynandtsDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Frederique PaulusDepartment of Intensive Care, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Antoine H G DriessenDepartment of Cardiothoracic Surgery, Heart Centre, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Lotte E TerwindtDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Susanne EberlDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Henning HermannsDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Denise P VeeloDepartment of Anesthesiology, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands.
Alexander P J VlaarDepartment of Intensive Care, Amsterdam UMC Locatie AMC, Amsterdam, Netherlands a.p.vlaar@amsterdamumc.nl.
Amsterdam University Medical Centers · NLArt Research Centre of the Slovak Academy of Sciences · SK

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionHypotension 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. TRIAL REGISTRATION NUMBER: The Netherlands Trial Register (NL9449), ClinicalTrials.gov (NCT05821647).

Indexed as

Cardiac Surgical ProceduresHypotensionAdultArterial PressureElective Surgical ProceduresHumansMachine LearningRandomized Controlled Trials as Topic

Identifiers

PMID37130670
PMCPMC10163508
OpenAlexW4367676282

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.