Coronary disease & ACSDiagnostic or prognostic study

Sex-Consistent Performance of an AI-Enabled ECG for Acute Myocardial Infarction

JACC AdvPublication date not resolved

  • prospective external validation study
  • multicenter
  • 18 centers in South Korea
  • emergency department cohort
  • prespecified risk thresholds
  • sex-stratified analyses
  • prespecified subgroup analyses

Authors' conclusion

In a prospective, multicenter emergency department cohort, AI-ECG demonstrated sex-consistent diagnostic performance and preserved rule-out safety for AMI. Further validation and implementation studies are warranted. (ROMIAE [Rule-Out Acute Myocardial Infarction Using Artificial Intelligence Electrocardiogram Analysis] Trial; NCT05435391).

Study context

Population
Adults with suspected acute myocardial infarction (AMI) presenting to emergency departmentspatients, 3,186 were women · women 3,186
Participants
8,493 adults
Comparison
AI-ECG analysis of initial ECGs for AMI, sex-stratified
  • womenn = 3,186

Performance

As reported in the abstract

Discrimination (area under the receiver-operating characteristic curve)

women

0.875

area under the receiver-operating characteristic curve · 95% CI 0.853–0.896

men

0.871

area under the receiver-operating characteristic curve · 95% CI 0.858–0.883

Further findings

Outcomewomenmen
Rule-out sensitivity at the prespecified low-risk cutoffsensitivity 98.8% (95% CI 97.0–99.5)sensitivity 99.8% (95% CI 99.4–100.0)
Negative predictive value at the prespecified low-risk cutoffnegative predictive value 99.2% (95% CI 97.9–99.7)negative predictive value 99.1% (95% CI 96.7–99.7)

Missed AMI rate at the prespecified low-risk cutoff

Missed AMI rates in both sexes
<1%

Performance across ST-segment elevation and non-ST-segment elevation myocardial infarction

Performance remained stable across ST-segment elevation and non-ST-segment elevation myocardial infarction, without degradation in women

Original publication

Sex-Consistent Performance of an AI-Enabled ECG for Acute Myocardial Infarction. JACC Adv. doi:10.1016/j.jacadv.2026.102813

Summarised from the published abstract; every number is checked against it