AI-ECG for Predicting CMR-Defined Myocardial Injury in Acute Myocardial Infarction
Artificial Intelligence-Enhanced ECG for Predicting Cardiac Magnetic Resonance-Defined Myocardial Injury in Acute Myocardial Infarction: An External Validation Study
1 other identifier
observational
461
1 country
1
Brief Summary
This retrospective, single-center external validation study evaluates whether two commercially approved artificial intelligence-enhanced electrocardiography (AI-ECG) algorithms (AiTiA LVSD and AiTiA MI; Medical AI Co., Ltd.), applied to a single pre-percutaneous coronary intervention (PCI) 12-lead ECG, predict cardiac magnetic resonance (CMR)-defined myocardial injury in patients with acute myocardial infarction (AMI). The primary endpoint is a large infarct (late gadolinium enhancement \>17.9% of left ventricular mass); secondary endpoints are CMR left ventricular ejection fraction (LVEF) ≤40% and microvascular obstruction (MVO).
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Apr 2020
Longer than P75 for all trials
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
April 1, 2020
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 30, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
June 30, 2025
CompletedFirst Submitted
Initial submission to the registry
August 3, 2026
CompletedFirst Posted
Study publicly available on registry
August 7, 2026
CompletedAugust 7, 2026
August 1, 2026
5.2 years
August 3, 2026
August 3, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Large myocardial infarct on CMR
: Late gadolinium enhancement (LGE) \>17.9% of left ventricular mass, assessed on CMR. Discrimination of the pre-PCI AI-ECG score reported as AUC.
CMR performed a median of 3 days (IQR 2-5) after PCI, during the index hospitalization.
Secondary Outcomes (2)
CMR-defined LV systolic dysfunction
CMR performed a median of 3 days (IQR 2-5) after PCI.
Microvascular obstruction (MVO)
CMR performed a median of 3 days (IQR 2-5) after PCI.
Study Arms (1)
Consecutive AMI patients (STEMI or NSTEMI) undergoing PCI with a valid pre-PCI 12-lead ECG processab
Eligibility Criteria
Consecutive AMI patients undergoing PCI and post-PCI CMR, both algorithms were applied to the pre-PCI ECG
You may qualify if:
- Acute myocardial infarction (STEMI or NSTEMI) undergoing PCI
- Subsequent cardiac magnetic resonance imaging performed
- Valid pre-PCI 12-lead ECG processable by both AI-ECG algorithms
You may not qualify if:
- Duplicate AMI enrollment
- Invalid ECG-CMR date linkage
- No valid pre-PCI 12-lead ECG processable by both algorithms
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Yonsei Universitylead
- Medical AIcollaborator
Study Sites (1)
Yongin Severance Hospital, Yonsei University College of Medicine
Yongin-si, Gyeonggi-do, 16995, South Korea
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- RETROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Professor (Division of Cardiology)
Study Record Dates
First Submitted
August 3, 2026
First Posted
August 7, 2026
Study Start
April 1, 2020
Primary Completion
June 30, 2025
Study Completion
June 30, 2025
Last Updated
August 7, 2026
Record last verified: 2026-08
Data Sharing
- IPD Sharing
- Will not share
Individual participant data (IPD) will not be made available. The study analyzed retrospectively collected, de-identified data under an IRB-approved protocol with a consent waiver; the governing data-use terms do not permit sharing of individual participant data. Aggregate results are reported in the associated publication, and reasonable inquiries may be directed to the principal investigator.