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LVEF Prediction During ACS Using AI Algorithm Applied on Coronary Angiogram Videos

Prospective Validation of a Deep Learning Algorithm for Prediction of the Left Ventricular Ejection Fraction From Coronary Angiogram Videos in Patients With Acute Coronary Syndrome

Status
Completed
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT05317286
Acronym
CathEF
Enrollment
240
Registered
2022-04-07
Start date
2022-06-01
Completion date
2024-02-29
Last updated
2024-03-12

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Acute Coronary Syndrome, Left Ventricular Dysfunction

Keywords

acute coronary syndrome; coronary angiogram; left ventricular ejection fraction; ventriculography; artificial intelligence

Brief summary

Left ventricular ejection fraction (LVEF) is one of the strongest predictors of mortality and morbidity in patients with acute coronary syndrome (ACS). Transthoracic echocardiography (TTE) remains the gold standard for LVEF measurement. Currently, LVEF can be estimated at the time of the coronary angiogram but requires a ventriculography. This latter is performed at the price of an increased amount of contrast media injected and puts the patients at risk for mechanical complications, ventricular arrhythmia or atrio-ventricular blocks. Artificial intelligence (AI) has previously been shown to be an accurate method for determining LVEF using different data sources. Fur the purpose of this study, we aim at validating prospectively an AI algorithm, called CathEF, for the prediction of real-time LVEF (AI-LVEF) compared to TTE-LVEF and ventriculography in patients undergoing coronary angiogram for ACS.

Interventions

None listed

Sponsors

Ottawa Heart Institute Research Corporation
CollaboratorOTHER
Montreal Heart Institute
Lead SponsorOTHER

Study design

Observational model
COHORT
Time perspective
PROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
No

Inclusion criteria

* Informed consent signed by the participant * Acute coronary syndrome * Creatinine clearance ≥30 ml/min/m2 according to MDRD

Exclusion criteria

* Creatinine clearance \<30 ml/min/m2 according to MDRD * No indication to perform TTE in the 7 days following coronary angiogram * Right bundle branch block * Suspected or confirmed left ventricular thrombus * Suspected or confirmed aortic dissection * Ventriculography not feasible * No left coronary system angiogram

Design outcomes

Primary

MeasureTime frame
Area under the curve-Receiver Operating Characteristics (AUC-ROC) of the CathEF algorithm for differentiating a LVEF ≤ or >50%, compared to TTE-LVEFEither 7 days before or up to 7 days after the coronary angiogram

Secondary

MeasureTime frame
Sensitivity of CathEF and ventriculography for differentiating a LVEF ≤ or >50% in comparison to TTE-LVEF.Either 7 days before or up to 7 days after the coronary angiogram
Specificity of CathEF and ventriculography for differentiating a LVEF ≤ or >50% in comparison to TTE-LVEF.Either 7 days before or up to 7 days after the coronary angiogram
Number of participants with major adverse cardiovascular events (Combined outcome of combined outcomeof mortality, ventricular arrhythmia requiring an intervention, heart failure, need for inotropic support, renal failure KDIGO≥2 and stroke)At 7 days or before discharge, if earlier.
Comparing AUC-ROC of CathEF and ventriculography for differentiating a LVEF ≤ or >50%Either 7 days before or up to 7 days after the coronary angiogram
Sensitivity of the re-trained CathEF algorthim for differentiating a LEVF ≤ or >50%Either 7 days before or up to 7 days after the coronary angiogram
Specificity of the re-trained CathEF algorthim for differentiating a LEVF ≤ or >50%Either 7 days before or up to 7 days after the coronary angiogram
Likert scale on the impact on the procedure, ease of use and utility of the CathEF algorithm in the clinical practice, as assessed by interventional cardiologistsThrough study completion, an average of 1 year.
AUC-ROC of the re-trained CathEF algorthim for differentiating a LEVF ≤ or >50%Either 7 days before or up to 7 days after the coronary angiogram

Countries

Canada

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026