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Powerful Medical
3. November 2024
5 min to read

State-of-the-Art Review – From ST-Segment Elevation MI to Occlusion MI: The New Paradigm Shift in Acute Myocardial Infarction

From ST-Segment Elevation MI to Occlusion MI

Overview:

This state-of-the-art review explores the evolution of heart attack classification, challenging the limitations of the standard-of-care STEMI/NSTEMI framework. It advocates for a shift toward diagnosing heart attacks based on the presence of acute vessel occlusion rather than relying solely on standard ECG criteria. By redefining how myocardial infarctions are identified and managed, this approach has the potential to reduce misdiagnoses, optimize triage, and refine treatment prioritization in emergency cardiology.

Published In: Journal of the American College of Cardiology (JACC) – JACC Advances
Presented Date: November 03, 2024

Introduction

A generation ago thrombolytic therapy led to a paradigm shift in myocardial infarction (MI), from Q-wave/non-Q-wave to ST-segment elevation MI (STEMI) vs non-STEMI. Using STE on the electrocardiogram (ECG) as a surrogate marker for acute coronary occlusion (ACO) allowed for rapid diagnosis and treatment. But the vast research catalyzed by the STEMI paradigm has revealed increasing anomalies: 25% of “non-STEMI” have ACO with delayed reperfusion and higher mortality.

Studying these limitations has given rise to the occlusion MI (OMI) paradigm, based on the presence or absence of ACO in the patient rather than STE on ECG. The OMI paradigm shift harnesses advanced ECG interpretation aided by artificial intelligence, complementary bedside echocardiography and advanced imaging, and clinical signs of refractory ischemia, and offers the next opportunity to transform emergency cardiology and improve patient care. This State-of-the-Art Review examines the paradigm shifts from Q wave to STEMI to OMI.

Highlights

  • The STEMI paradigm transformed emergency cardiology, but there is increasing recognition of its limitations.
  • STEMI criteria is a poor surrogate marker for acute coronary occlusion, leading to delayed reperfusion.
  • Evidence-based advances can identify OMI not meeting STEMI criteria, and false positive STEMI.
  • The OMI paradigm harnesses advanced ECG interpretation aided by artificial intelligence, echocardiography, and advanced imaging.

Authors: Jesse McLaren, José Nunes de Alencar, Emre K. Aslanger, H Pendell Meyers, and Stephen W. Smith

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Powerful Medical leads one of the most important shifts in modern medicine by augmenting human-made clinical decisions with artificial intelligence. Our primary focus is on cardiovascular diseases, the world’s leading cause of death.

About PMcardio

PMcardio is a CE-certified AI that reads ECGs and offers a complex assessment of 49 cardiac conditions. Clinically validated in 15+ studies and trusted by over 100,000 clinicians, it delivers rapid, expert‑level interpretations, empowering emergency physicians, GPs, nurses, paramedics, and cardiologists to act with confidence at the point of care. Available for Individuals and Organizations.

About Powerful Medical

Established in 2017, Powerful Medical has embarked on a mission to revolutionize the diagnosis and treatment of cardiovascular diseases. We are a medical company backed by 28 world-class cardiologists and led by our expert Scientific Board with decades of experience in daily patient care, clinical research, and medical devices. The results of our research are implemented, developed, certified, and brought to market by our 50+ strong interdisciplinary team of physicians, data scientists, AI experts, software engineers, regulatory specialists, and commercial teams.

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Relevant Publications

Chest Pain With Subtle But Lifesaving ECG Findings

This study presents a clinical case highlighting the diagnostic value of hyperacute T waves on electrocardiogram (ECG) for early detection of acute coronary occlusion. A 54-year-old woman presented with classic ischemic symptoms, yet her initial ECG was interpreted as normal by both automated analysis and clinician review. Closer inspection revealed subtle hyperacute T waves in the anterior leads, consistent with acute occlusion of the left anterior descending (LAD) artery. The case underscores how reliance on traditional ST-segment elevation criteria alone may delay recognition of life-threatening myocardial infarction.

AI-Enhanced Electrocardiogram for Detection of Occlusive Myocardial Infarction in High-Risk Non–ST-Segment Elevation Acute Coronary Syndrome

This study evaluates an AI-enhanced ECG model for detecting occlusive myocardial infarction (OMI) in patients with high-risk non–ST-segment elevation acute coronary syndrome, using angiography as the reference. The model improved rule-in accuracy with high specificity (78%) and reduced false-positive cath lab activations compared with standard care, while rule-out sensitivity remained limited on the initial ECG. Serial ECG analysis improved detection, supporting the use of AI as a triage aid alongside clinical judgment rather than a standalone diagnostic tool.

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All Supported ECG Findings

Rhythms
Sinus bradycardia • Sinus rhythm • Sinus tachycardia • Paced rhythm • Atrial fibrillation
Atrial fibrillation with rapid ventricular response • Atrial fibrillation with slow ventricular response • Atrial flutter • Atrial flutter with rapid ventricular response • Atrial flutter with slow ventricular response • Supraventricular tachycardia • Suspected junctional rhythm • Suspected junctional bradycardia • Suspected accelerated junctional rhythm • Wide QRS rhythm • Idioventricular rhythm • Wide QRS tachycardia

Myocardial Infarctions
  • STEMI
  • STEMI
    Equivalent
Detects occlusive myocardial infarctions (OMIs) even without ST elevation (i.e. posterior STEMI, hyperacute T-waves, etc.). Negative for STEMI mimics (i.e. early repolarization, LVH, etc.)
  • High-Risk NSTEMI
    Represents a type 1 myocardial infarction caused by a transiently recanalized coronary occlusion—classically seen in patterns such as Wellens type A or B due to subtotal LAD obstruction, but possible in any infarct-related territory.
  • Culprit Detection
    AI-predicted likelihood scores for LAD, LCx, and RCA with 3D heart visualization highlighting the predicted culprit artery.

Conduction Abnormalities (Heart Blocks
1st degree AV block • 2nd degree AV block, type Wenckebach • Higher degree AV block • Complete right bundle branch block • Incomplete right bundle branch block • Complete left bundle branch block • Incomplete left bundle branch block • Nonspecific intraventricular conduction delay • Left anterior fascicular block • Left posterior fascicular block • Bifascicular block (RBBB + LAFB) • Bifascicular block (RBBB + LPFB) • Trifascicular block (RBBB + LAFB + AVBLOCK1) • Trifascicular block (RBBB + LPFB + AVBLOCK1)

LVEF
Reduced LVEF (≤40%) • Mildly reduced LVEF (41 – 49%) • No signs of reduced LVEF (≥50%)

Axis
Left cardiac axis deviation • Right cardiac axis deviation • Extreme cardiac axis deviation • Normal axis

Measurements
Heart rate • P wave • PR interval • QRS duration • QT interval • Corrected QT interval (Framingham formula) • RR interval • PP interval • ST elevations

Other Supported Diagnoses
Suspected long QT syndrome • Suspected short QT syndrome • Suspected atrial enlargement • Suspected ventricular hypertrophy • Premature complexes

Dr. Tom De Potter, MD

Cardiologist at the Cardiac Center Aalst

Cardiologist specializing in Pacemaker Device Therapy and Electrophysiology. Leads the electrophysiology unit at the Heart Center in Aalst, holds an executive board position at the European Heart Academy, and serves as EHRA scientific program committee co-chair.

Dr. Martin Penicka, MD, PhD

Cardiologist at the Cardiac Center Aalst

Cardiologist at the Cardiac Center Aalst since 2009, specializing in non-invasive imaging and valvular disease. Fellow of the European Society of Cardiology (FESC) and the European Association of Cardiovascular Imaging (FEACVI).

Dr. Ward Heggermont, MD, PhD

Co-director at the Cardiovascular Center

Co-director at the Cardiovascular Center of Aalst Hospital, specializing in heart failure. Research focus at the intersection of cardiology, virology, and metabolism.

Prof. Dr. Robert Hatala, PhD

Co-founder and Chief Scientist

Head of the Arrhythmia and Pacing department at the National Institute of Cardiovascular Diseases in Slovakia. More than 150 publications and 10,000 citations. Contributor to ESC clinical practice guidelines and executive editor of the European Heart Journal since 2020.

Arieh Levy

Head of PMcardio for Individuals

Arieh leads the PMcardio for Individuals product at Powerful Medical, guiding its development as a clinical tool for emergency physicians, cardiologists, and primary care physicians. He holds a First Class MEng in Biomedical Engineering from Imperial College London, where he specialised in AI for cardiology, building physics-informed neural networks to model atrial electrical properties, giving him a background that bridges the clinical and technical demands of building a certified AI medical device used at the bedside every day.

Dr. Dave Pearson, MD​

Chief Medical Officer

Academic emergency medicine physician, entrepreneur, investor, and researcher with nearly two decades at Atrium Health, one of US largest health systems. Brings expertise at the intersection of clinical care, healthcare innovation, and strategic leadership.

Prof. Stephen W. Smith, MD

Professor of Emergency Medicine

Faculty physician in Emergency Medicine at Hennepin County Medical Center and Professor of Emergency Medicine at the University of Minnesota. Co-inventor of the OMI paradigm and editor of Dr. Smith’s ECG Blog, the most-visited US-based ECG interpretation blog.

Prof. Emanuele Barbato, MD, PhD

President of EAPCI

Interventional cardiologist specializing in coronary artery disease and coronary physiology. Acting president of the European Association of Percutaneous Cardiovascular Interventions (EAPCI) and contributor to the clinical practice guidelines for STEMI care.

Scott Sharkey, MD

Chief Medical Officer

Chief Medical Officer of the Minneapolis Heart Institute Foundation and practicing cardiologist at Allina Health Minneapolis Heart Institute. Co-founder of the STEMI Midwest consortium and Takotsubo cardiomyopathy research program and a widely published clinical investigator in STEMI care.

Prof. Dr. Leor Perl, MD

Director of Cardiac Catheterization Institute

Director of Complex Cardiac Interventions and Chief Innovation Officer at Rabin Medical Center. Graduate of the Stanford Biodesign Program.

Suzanne J. Baron, MD, MSc

Director of Interventional Cardiology Research

Director of Interventional Cardiology Research at Massachusetts General Hospital. Holds a Master’s degree in health economics from Harvard School of Public Health. Expert in cardiovascular device impact on healthcare costs and patient-reported outcomes.

Prof. Marco Valgimigli, MD

Deputy Chief Cardiocentro Ticino Institute

Head of Cardiology at Cardiocentro Ticino and Principal Investigator of the TITAN-OMI randomized controlled trial. His research has shaped both European and US clinical practice guidelines on coronary stents, antithrombotic therapy, and vascular access.

Timothy D. Henry, MD

Medical Director of The Carl and Edyth Lindner Center

Leading expert in interventional cardiology and STEMI treatment. Co-founder and principal investigator of the Midwest STEMI Consortium, a registry of more than 20,000 consecutive STEMI activations. Presenting author for the TCT 2025 Late-Breaking Clinical Science on Queen of Hearts.

Matus Horvath

Head of People

Matus leads hiring strategy and culture at Powerful Medical. He previously ran the People Team at Slido, the Slovak SaaS startup later acquired by Cisco — an experience that informs how he builds a high-performing, values-driven team through rapid scaling.

Dr. Timea Kisova, MD

Clinical Research Lead

Timea leads Powerful Medical’s global external validation studies, including the multi-country AI ECG TIMI Study. With a background in biomedical sciences and a medical degree from Barts and The London School of Medicine and Dentistry, she brings the clinical discipline required to generate the prospective, real-world evidence behind every PMcardio module.

Dr. Anthony Demolder, MD, PhD

HF Pathway Lead

Research physician with a PhD on arrhythmias in heritable thoracic aortic disease. He has led international studies at the intersection of cardiology and AI — including earlier work on atrial fibrillation at AZ Sint-Jan Brugge — and now drives Powerful Medical’s heart failure pathway and LVsense™ AI model development.

Dr. Pendell Meyers, MD

ACS Pathway Lead

Emergency medicine physician, prolific educator, and Co-Editor of Dr. Smith’s ECG Blog. He is one of the leading voices behind the Occlusion Myocardial Infarction (OMI) paradigm, the clinical framework that reshaped how heart attacks are identified from the ECG — and which sits at the core of the Queen of Hearts™ model.

Adam Dej

Head of PMcardio for Organizations Engineering

Adam leads engineering for PMcardio for Organizations at Powerful Medical, driving platform architecture, backend systems, and infrastructure behind one of the company’s key growth products. He began programming at 13, entered professional IT at 17, and studied computer security at Comenius University’s Faculty of Mathematics, Physics and Informatics. Known for technical depth across distributed systems, infrastructure, and security, he builds scalable and resilient software with a sharp focus on customer impact. He also champions responsible use of AI and LLMs as force multipliers for modern engineering teams.

Gabriela Rovder Sklencarova

Head of Infrastructure

Gabriela designs the scalable, secure, distributed systems that keep PMcardio running around the clock for clinicians worldwide. She joined from Google, where she was a senior software engineer building core libraries that kept Google’s services resilient against billions of requests, and holds a BA and MA in Computer Science from the University of Cambridge.

Arezou Azar

VP Regulatory

Arezou leads Powerful Medical’s global regulatory strategy across the FDA, EU MDR, and international frameworks. She has been part of nearly every major breakthrough in AI cardiology and is an expert in US and global regulatory strategy, SaMD/digital health launches, with experience at Eko Health, Verily, AliveCor, Cardiologs, and Apple. She specializes in regulatory strategy in high-paced global organizations.

Adam Rafajdus

Head of AI

Adam grew into the Head of AI role from MLOps Engineer over six years at Powerful Medical, bringing deep expertise in deep learning and production-grade system deployment. He leads the team behind the Queen of Hearts™ AI ECG models and was awarded Best Poster at ISCE 2025 for the company’s ECG digitization pipeline.

Mike Wall

VP of Sales

Mike brings more than twenty years at UnitedHealth Group to the table, where he served health plans, employer groups, and public-sector entities as a consultative healthcare sales executive. He combines market intelligence, clinical insight, and financial acumen — the three ingredients needed to bring AI-powered diagnostics into US health systems at scale.

Amani Farid

Head of Strategic Partnerships

Amani leads partnership strategy with a hands-on approach to integration, unlocking long-term value through collaboration and scale. A University of Chicago Law School-trained attorney and former M&A and capital markets associate at two top international law firms, she brings the rare combination of legal precision and commercial execution refined across nearly a decade at Stryker and as VP of Corporate Development at RapidAI — spanning medtech, digital health, and AI-driven diagnostics.

Michal Martonak

Commercial Lead

A mathematician by training, Michal leads commercial strategy, go-to-market, and strategic partnerships with healthcare providers and clinical institutions worldwide. He previously built Powerful Medical’s data and clinical partnerships function, acquiring the large-scale clinical datasets that underpin the company’s certified AI models.

Dr. Jozef Bartunek, MD, PhD

Co-founder and VP Clinical Strategy

Interventional cardiologist and Co-director of the Cardiovascular Center in Aalst, Belgium — one of the world’s leading heart centers. A Fogarty International NIH Fellow at Harvard Medical School and visiting Professor of Medicine at Catholic University Leuven, he has authored more than 240 peer-reviewed publications in heart failure and structural heart disease, and anchors Powerful Medical’s clinical and research strategy.

Simon Rovder

Co-founder and CTO

Simon began his engineering career at Microsoft and holds a Master’s in Informatics from the University of Edinburgh. He built Powerful Medical’s technology organization from zero, scaling it to a 20+ engineer team and leading the platform architecture that powers a CE-certified Class IIb medical device used in hospitals across Europe.

Viktor Jurasek

Co-founder and CPO

Viktor has spent over a decade designing digital products across healthcare and software and has been the design and product force behind PMcardio since the first prototype. He sets the bar for how a clinical-grade product should feel in a physician’s hands — fast, clear, and trustworthy at the point of care.

Felix Bauer

Co-founder and COO

Felix studied at the Technical University of Munich and was part of the TUM Hyperloop team that repeatedly competed and won in Elon Musk’s SpaceX Hyperloop Pod Competition. He brings a rare combination of engineering rigor, regulatory discipline, and operational excellence to the company, leading operations, compliance, certification, quality management, and global market access since day one.

Dr. Robert Herman, MD, PhD

Co-founder and Chief Medical Officer

Robert is a physician-scientist, served on the Research, Digital and Innovation Committee of the European Society of Cardiology. He bridges the worlds of medicine and artificial intelligence, connecting clinicians, AI researchers, and regulators to translate algorithms into clinical practice. Forbes 30 Under 30 Europe 2024.

Martin Herman

Co-founder and CEO

Martin started coding at 14 and moved to Silicon Valley at 18, founding several companies including a US-based startup before returning to Europe with his brother Robert to build Powerful Medical. He comes from a family of doctors, which shaped his conviction that AI belongs wherever it can genuinely save lives. Forbes 30 Under 30 (Europe 2024).

Heart Attacks are #1 cause of death world-wide and killing about 12 milions people a year.

Clinical Definition of Problem

Contrary to popular belief, a heart attacks isn’t a blockage inside of the heart. A heart attack is a blockage of the coronary arteries supplying the heart muscle with oxygenated blood.

So let’s assume you get a blood clot here — it blocks the blood flow downstream, meaning the heart muscle doesn’t get oxygenated blood and heart tissue downstream starts to die.

Clinical Solution​

The way to fix it is relatively simple – doctors put in a stent that opens up the artery and renews blood flow. The latest clinical practice guidelines recommend that this “stenting” happens within 90 minutes from symptom onset.

If you don’t, even if you put in the stent in later, the heart tissue downstream has already been permanently damaged, which reduces the heart’s ability to pump blood. This is the leading cause of heart failure and increases 1-year mortality by two-fold.

Time is muscle.

You have just 90 minutes to diagnose the patient, bring them to the hospital and put in the stent, otherwise there is permanent damage. So problem is, that 1 in 2 heart attacks get initially misdiagnosed at the first point of contact.

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