Acute Coronary Occlusion in NSTEMI Patients: Prevalence, Clinical Characteristics and the Potential Role of

Christina Stathakopoulou1, Charalampos Varlamos1, Haroun Butt2,3

  • 1Cardiology Department, Attikon University Hospital, Athens Medical School, National and Kapodistrian University of Athens, 12461 Athens, Greece.

Insights

A significant portion of non-ST-elevation myocardial infarction (NSTEMI) patients have acute coronary occlusion (ACO). Artificial intelligence (AI)-assisted ECG interpretation shows promise for earlier ACO detection in NSTEMI cases.

Area of Science:

  • Cardiology
  • Medical Imaging
  • Artificial Intelligence in Medicine

Background:

  • Electrocardiogram (ECG) classification of STEMI/NSTEMI is crucial for acute myocardial infarction management.
  • Current ECG methods may underestimate acute coronary occlusion (ACO) in non-ST-elevation myocardial infarction (NSTEMI) patients.
  • Artificial intelligence (AI) offers potential for improved early recognition of ACO.

Purpose of the Study:

  • To determine the prevalence of ACO in NSTEMI patients.
  • To compare clinical characteristics between NSTEMI patients with and without ACO.
  • To explore the role of AI in the early identification of ACO.

Main Methods:

  • Retrospective analysis of 520 NSTEMI patients undergoing coronary angiography (September 2022 - December 2024).
  • Acute coronary occlusion (ACO) strictly defined as TIMI flow grade 0.
  • AI-assisted ECG analysis of 42 ACO patients' admission ECGs.

Main Results:

  • 9.4% of NSTEMI patients had angiographically confirmed ACO (TIMI grade 0).
  • ACO patients were younger and had higher revascularization rates.
  • AI classified 57.1% of ACO patients' ECGs as requiring immediate invasive management.

Conclusions:

  • A notable percentage of NSTEMI patients present with acute coronary occlusion.
  • AI-assisted ECG interpretation may aid in earlier ACO detection among NSTEMI patients.
  • Further validation is needed to confirm the clinical impact of AI in ACO identification.

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