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Geffin R, Triska J, Najjar S, Berman J, Cruse M, Birnbaum Y. Why do we keep missing left circumflex artery myocardial infarctions? J Electrocardiol 2024; 83:4-11. [PMID: 38181483 DOI: 10.1016/j.jelectrocard.2023.12.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 11/28/2023] [Accepted: 12/21/2023] [Indexed: 01/07/2024]
Abstract
BACKGROUND Diagnosis of left circumflex artery (LCx) myocardial infarctions via 12‑lead electrocardiogram (ECG) has posed a challenge to healthcare professionals for many years. METHODS AND RESULTS A retrospective observational study was performed to analyze patients admitted with myocardial infarction. The study used electronic medical records and specific ICD-10 codes to identify eligible patients, resulting in 2032 encounters. After independent adjudication of cardiac biomarkers, coronary angiography, and electrocardiographic changes, a final patient population of 58 encounters with acute occlusion myocardial infarction (OMI) with a culprit LCx lesion was established. OMI was defined as a lesion with either thrombolysis in myocardial infarction flow (TIMI) 0-2 or TIMI 3 with Troponin I > 1 ng/mL (Reference range 0.00-0.03 ng/mL). ECGs of these patients were then independently evaluated and grouped into 8 different classifications based on the presence or absence of ST elevation and/or depression in corresponding leads. ECG patterns and anatomical characteristics (proximal or distal to the first obtuse marginal artery) of the LCx lesions were then correlated. The appropriateness of triage and delay in reperfusion therapy were also assessed. Those with a left dominant or codominant circulation, and with LCx lesions proximal to the first obtuse marginal artery, were more likely to present with no or subtle ST-segment changes that led to delays in reperfusion therapy. CONCLUSIONS Patients with left or codominant coronary artery circulation, with OMI proximal to the first obtuse marginal artery, may be less likely to have "classic" findings of ST-segment elevation on ECG due to cancellation forces in the limb leads.
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Affiliation(s)
- Ryan Geffin
- Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
| | - Jeffrey Triska
- Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Salim Najjar
- Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
| | - Jeffrey Berman
- Department of Medicine, Section of Cardiology, Baylor College of Medicine, Houston, TX, USA.
| | - MacKenzie Cruse
- Physician Assistant Program, Baylor College of Medicine, Houston, TX, USA.
| | - Yochai Birnbaum
- Department of Medicine, Section of Cardiology, Baylor College of Medicine, Houston, TX, USA.
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Herman R, Meyers HP, Smith SW, Bertolone DT, Leone A, Bermpeis K, Viscusi MM, Belmonte M, Demolder A, Boza V, Vavrik B, Kresnakova V, Iring A, Martonak M, Bahyl J, Kisova T, Schelfaut D, Vanderheyden M, Perl L, Aslanger EK, Hatala R, Wojakowski W, Bartunek J, Barbato E. International evaluation of an artificial intelligence-powered electrocardiogram model detecting acute coronary occlusion myocardial infarction. Eur Heart J Digit Health 2024; 5:123-133. [PMID: 38505483 PMCID: PMC10944682 DOI: 10.1093/ehjdh/ztad074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Revised: 10/13/2023] [Accepted: 11/02/2023] [Indexed: 03/21/2024]
Abstract
Aims A majority of acute coronary syndromes (ACS) present without typical ST elevation. One-third of non-ST-elevation myocardial infarction (NSTEMI) patients have an acutely occluded culprit coronary artery [occlusion myocardial infarction (OMI)], leading to poor outcomes due to delayed identification and invasive management. In this study, we sought to develop a versatile artificial intelligence (AI) model detecting acute OMI on single-standard 12-lead electrocardiograms (ECGs) and compare its performance with existing state-of-the-art diagnostic criteria. Methods and results An AI model was developed using 18 616 ECGs from 10 543 patients with suspected ACS from an international database with clinically validated outcomes. The model was evaluated in an international cohort and compared with STEMI criteria and ECG experts in detecting OMI. The primary outcome of OMI was an acutely occluded or flow-limiting culprit artery requiring emergent revascularization. In the overall test set of 3254 ECGs from 2222 patients (age 62 ± 14 years, 67% males, 21.6% OMI), the AI model achieved an area under the curve of 0.938 [95% confidence interval (CI): 0.924-0.951] in identifying the primary OMI outcome, with superior performance [accuracy 90.9% (95% CI: 89.7-92.0), sensitivity 80.6% (95% CI: 76.8-84.0), and specificity 93.7 (95% CI: 92.6-94.8)] compared with STEMI criteria [accuracy 83.6% (95% CI: 82.1-85.1), sensitivity 32.5% (95% CI: 28.4-36.6), and specificity 97.7% (95% CI: 97.0-98.3)] and with similar performance compared with ECG experts [accuracy 90.8% (95% CI: 89.5-91.9), sensitivity 73.0% (95% CI: 68.7-77.0), and specificity 95.7% (95% CI: 94.7-96.6)]. Conclusion The present novel ECG AI model demonstrates superior accuracy to detect acute OMI when compared with STEMI criteria. This suggests its potential to improve ACS triage, ensuring appropriate and timely referral for immediate revascularization.
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Affiliation(s)
- Robert Herman
- Department of Advanced Biomedical Sciences, University of Naples Federico II, C.so Umberto I, 40, 80138 Naples, Italy
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
- Powerful Medical, Bratislavska 81/37, 931 01 Samorin, Slovakia
| | | | - Stephen W Smith
- Department of Emergency Medicine, University of Minnesota, Minneapolis, MN, USA
- Department of Emergency Medicine, Hennepin Healthcare, Minneapolis, MN, USA
| | - Dario T Bertolone
- Department of Advanced Biomedical Sciences, University of Naples Federico II, C.so Umberto I, 40, 80138 Naples, Italy
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
| | - Attilio Leone
- Department of Advanced Biomedical Sciences, University of Naples Federico II, C.so Umberto I, 40, 80138 Naples, Italy
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
| | - Konstantinos Bermpeis
- Department of Advanced Biomedical Sciences, University of Naples Federico II, C.so Umberto I, 40, 80138 Naples, Italy
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
| | - Michele M Viscusi
- Department of Advanced Biomedical Sciences, University of Naples Federico II, C.so Umberto I, 40, 80138 Naples, Italy
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
| | - Marta Belmonte
- Department of Advanced Biomedical Sciences, University of Naples Federico II, C.so Umberto I, 40, 80138 Naples, Italy
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
| | | | - Vladimir Boza
- Powerful Medical, Bratislavska 81/37, 931 01 Samorin, Slovakia
- Faculty of Mathematics, Physics and Informatics, Comenius University in Bratislava, Bratislava, Slovakia
| | - Boris Vavrik
- Powerful Medical, Bratislavska 81/37, 931 01 Samorin, Slovakia
| | - Viera Kresnakova
- Powerful Medical, Bratislavska 81/37, 931 01 Samorin, Slovakia
- Department of Cybernetics and Artificial Intelligence, Technical University of Kosice, Kosice, Slovakia
| | - Andrej Iring
- Powerful Medical, Bratislavska 81/37, 931 01 Samorin, Slovakia
| | - Michal Martonak
- Powerful Medical, Bratislavska 81/37, 931 01 Samorin, Slovakia
| | - Jakub Bahyl
- Powerful Medical, Bratislavska 81/37, 931 01 Samorin, Slovakia
| | - Timea Kisova
- Powerful Medical, Bratislavska 81/37, 931 01 Samorin, Slovakia
- Faculty of Medicine and Dentistry, Barts and The London School of Medicine and Dentistry, London, UK
| | - Dan Schelfaut
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
| | - Marc Vanderheyden
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
| | - Leor Perl
- Department of Cardiology, Rabin Medical Center, Petah Tikvah, Israel
| | - Emre K Aslanger
- Department of Cardiology, Basaksehir Cam and Sakura City Hospital, Istanbul, Turkey
| | - Robert Hatala
- Department of Arrhythmia and Pacing, National Institute of Cardiovascular Diseases, Bratislava, Slovakia
| | - Wojtek Wojakowski
- Department of Cardiology and Structural Heart Diseases, Medical University of Silesia, Katowice, Poland
| | - Jozef Bartunek
- Cardiovascular Centre Aalst, OLV Hospital, Moorselbaan 164, Aalst 9300, Belgium
| | - Emanuele Barbato
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Psychology, Sapienza University of Rome, Rome, Italy
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McLaren JTT, El-Baba M, Sivashanmugathas V, Meyers HP, Smith SW, Chartier LB. Missing occlusions: Quality gaps for ED patients with occlusion MI. Am J Emerg Med 2023; 73:47-54. [PMID: 37611526 DOI: 10.1016/j.ajem.2023.08.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 07/17/2023] [Accepted: 08/11/2023] [Indexed: 08/25/2023] Open
Abstract
BACKGROUND ST-elevation Myocardial Infarction (STEMI) guidelines encourage monitoring of false positives (Code STEMI without culprit) but ignore false negatives (non-STEMI with occlusion myocardial infarction [OMI]). We evaluated the hospital course of emergency department (ED) patients with acute coronary syndrome (ACS) using STEMI vs OMI paradigms. METHODS This retrospective chart review examined all ACS patients admitted through two academic EDs, from June 2021 to May 2022, categorized as 1) OMI (acute culprit lesion with TIMI 0-2 flow, or acute culprit lesion with TIMI 3 flow and peak troponin I >10,000 ng/L; or, if no angiogram, peak troponin >10,000 ng/L with new regional wall motion abnormality), 2) NOMI (Non-OMI, i.e. MI without OMI) or 3) MIRO (MI ruled out: no troponin elevation). Patients were stratified by admission for STEMI. Initial ECGs were reviewed for automated interpretation of "STEMI", and admission/discharge diagnoses were compared. RESULTS Among 382 patients, there were 141 OMIs, 181 NOMIs, and 60 MIROs. Only 40.4% of OMIs were admitted as STEMI: 60.0% had "STEMI" on ECG, and median door-to-cath time was 103 min (IQR 71-149). But 59.6% of OMIs were not admitted as STEMI: 1.3% had "STEMI" on ECG (p < 0.001) and median door-to-cath time was 1712 min (IQR 1043-3960; p < 0.001). While 13.9% of STEMIs were false positive and had a different discharge diagnosis, 32.0% of Non-STEMIs had OMI but were still discharged as "Non-STEMI." CONCLUSIONS STEMI criteria miss a majority of OMI, and discharge diagnoses highlight false positive STEMI but never false negative STEMI. The OMI paradigm reveals quality gaps and opportunities for improvement.
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Affiliation(s)
- Jesse T T McLaren
- Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada; Emergency Department, University Health Network, Toronto, Ontario, Canada.
| | - Mazen El-Baba
- Division of Emergency Medicine, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | | | - H Pendell Meyers
- Department of Emergency Medicine, Carolinas Medical Center, Charlotte, NC, USA
| | - Stephen W Smith
- Department of Emergency Medicine, Hennepin County Medical Centre and University of Minnesota, Minneapolis, MN, USA.
| | - Lucas B Chartier
- Emergency Department, University Health Network, Toronto, Ontario, Canada; Division of Emergency Medicine, Department of Medicine, University of Toronto, Toronto, Ontario, Canada.
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Khawaja M, Thakker J, Kherallah R, Ye Y, Smith SW, Birnbaum Y. Diagnosis of Occlusion Myocardial Infarction in Patients with Left Bundle Branch Block and Paced Rhythms. Curr Cardiol Rep 2021; 23:187. [PMID: 34791609 DOI: 10.1007/s11886-021-01613-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/01/2021] [Indexed: 11/30/2022]
Abstract
PURPOSE OF REVIEW A number of criteria have been developed to aid with the diagnosis of occlusion myocardial infarction (OMI) in patients with left bundle branch block (LBBB) and ventricular paced rhythms (VPR). The current guidelines do not provide clear preference for any specific ECG criteria in LBBB and paced rhythm patients. RECENT FINDINGS This review delineates the difficulties of electrocardiographic diagnosis of OMI in both LBBB and VPR patients. We describe the original Sgarbossa and the newer criteria and their diagnostic performances. We highlight the expected changes of newer pacing modalities and how they may interfere with the electrocardiographic diagnosis of OMI. We recommend utilizing the Cai et al. algorithm, which combines clinical assessment with the Smith Modified Sgarbossa ECG criteria, for both LBBB and right ventricular pacing patients with suspected OMI. There is limited data concerning ECG changes of OMI in patients with the newer pacing modalities, such as biventricular, His-bundle, or left bundle branch pacing.
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Affiliation(s)
- Muzamil Khawaja
- Department of Medicine, Baylor College of Medicine, Houston, USA
| | - Janki Thakker
- Department of Medicine, Baylor College of Medicine, Houston, USA
| | - Riyad Kherallah
- Department of Medicine, Baylor College of Medicine, Houston, USA
| | - Yumei Ye
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, USA
| | - Stephen W Smith
- Department of Emergency Medicine, Hennepin Healthcare and the University of Minnesota School of Medicine, 701 S. Park Ave. Minneapolis, Minnesota, MN, 55415, USA.
| | - Yochai Birnbaum
- Section of Cardiology, Department of Medicine, Baylor College of Medicine, MS: BCM620. One Baylor Plaza, Houston, TX, 77030, USA.
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Pendell Meyers H, Bracey A, Lee D, Lichtenheld A, Li WJ, Singer DD, Rollins Z, Kane JA, Dodd KW, Meyers KE, Shroff GR, Singer AJ, Smith SW. Accuracy of OMI ECG findings versus STEMI criteria for diagnosis of acute coronary occlusion myocardial infarction. Int J Cardiol Heart Vasc 2021; 33:100767. [PMID: 33912650 PMCID: PMC8065286 DOI: 10.1016/j.ijcha.2021.100767] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Revised: 03/05/2021] [Accepted: 03/16/2021] [Indexed: 01/17/2023]
Abstract
OBJECTIVE In the STEMI paradigm of Acute Myocardial Infarction (AMI), many NSTEMI patients have unrecognized acute coronary occlusion MI (OMI), may not receive emergent reperfusion, and have higher mortality than NSTEMI patients without occlusion. We have proposed a new OMI vs. Non-Occlusion MI (NOMI) paradigm shift. We sought to compare the diagnostic accuracy of OMI ECG findings vs. formal STEMI criteria for the diagnosis of OMI. We hypothesized that blinded interpretation for predefined OMI ECG findings would be more accurate than STEMI criteria for the diagnosis of OMI. METHODS We performed a retrospective case-control study of patients with suspected acute coronary syndrome. The primary definition of OMI was either 1) acute TIMI 0-2 flow culprit or 2) TIMI 3 flow culprit with peak troponin T ≥ 1.0 ng/mL or I ≥ 10.0 ng/mL. RESULTS 808 patients were included, of whom 49% had AMI (33% OMI; 16% NOMI). Sensitivity, specificity, and accuracy of STEMI criteria vs Interpreter 1 using OMI ECG findings among 808 patients were 41% vs 86%, 94% vs 91%, and 77% vs 89%, and for Interpreter 2 among 250 patients were 36% vs 80%, 91% vs 92%, and 76% vs 89%. STEMI(-) OMI patients had similar infarct size and mortality as STEMI(+) OMI patients, but greater delays to angiography. CONCLUSIONS Blinded interpretation using predefined OMI ECG findings was superior to STEMI criteria for the ECG diagnosis of Occlusion MI. These data support further investigation into the OMI vs. NOMI paradigm and suggest that STEMI(-) OMI patients could be identified rapidly and noninvasively for emergent reperfusion using more accurate ECG interpretation.
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Key Words
- ACS, Acute coronary syndrome
- AMI, acute myocardial infarction
- Acute coronary syndromes
- ECG, Electrocardiogram
- ED, Emergency department
- Electrocardiography
- LBBB, Left Bundle Branch Block
- MIRO, Myocardial Infarction Ruled Out
- MSC, Modified Sgarbossa Criteria
- NOMI, Non-occlusion myocardial infarction
- NSTEMI, Non-ST-segment elevation myocardial infarction
- OMI, Occlusion myocardial infarction
- Occlusion myocardial infarction
- ST elevation myocardial infarction
- STD, ST-segment depression
- STE, ST-segment elevation
- STEMI, ST-segment elevation myocardial infarction
- VPR, Ventricular Paced Rhythm
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Affiliation(s)
- H. Pendell Meyers
- Department of Emergency Medicine, Stony Brook University Hospital, Stony Brook, NY, USA
- Department of Emergency Medicine, Carolinas Medical Center, Charlotte, NC, USA
| | - Alexander Bracey
- Department of Emergency Medicine, Stony Brook University Hospital, Stony Brook, NY, USA
- Department of Emergency Medicine, Albany Medical Center, Albany NY, USA
| | - Daniel Lee
- Department of Emergency Medicine, Hennepin County Medical Center, Minneapolis, MN, USA
| | - Andrew Lichtenheld
- Department of Emergency Medicine, Hennepin County Medical Center, Minneapolis, MN, USA
| | - Wei J. Li
- Department of Emergency Medicine, Stony Brook University Hospital, Stony Brook, NY, USA
| | - Daniel D. Singer
- Department of Emergency Medicine, Stony Brook University Hospital, Stony Brook, NY, USA
| | - Zach Rollins
- William Beaumont School of Medicine, Oakland University, Rochester, MI, USA
| | - Jesse A. Kane
- Department of Cardiology, Stony Brook University Hospital, Stony Brook, NY, USA
| | - Kenneth W. Dodd
- Department of Emergency Medicine, Hennepin County Medical Center, Minneapolis, MN, USA
- Department of Medicine, Hennepin County Medical Center, Minneapolis, MN, USA
| | - Kristen E. Meyers
- Department of Emergency Medicine, Stony Brook University Hospital, Stony Brook, NY, USA
| | - Gautam R. Shroff
- Division of Cardiology, Department of Medicine, Hennepin County Medical Center, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Adam J. Singer
- Department of Emergency Medicine, Stony Brook University Hospital, Stony Brook, NY, USA
| | - Stephen W. Smith
- Department of Emergency Medicine, Hennepin County Medical Center, Minneapolis, MN, USA
- Department of Emergency Medicine, University of Minnesota Medical Center, Minneapolis, MN, USA
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Bracey A, Meyers HP, Smith SW. Post-arrest wide complex rhythm: What is the cause of death? Am J Emerg Med 2021; 45:683.e5-683.e7. [PMID: 33353817 DOI: 10.1016/j.ajem.2020.12.028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 12/09/2020] [Accepted: 12/11/2020] [Indexed: 11/16/2022] Open
Abstract
A 72-year-old man presented to the ED following witnessed cardiac arrest. After return of spontaneous circulation, an ECG was performed which demonstrated a wide complex rhythm with "shark fin" morphology. With careful examination it is possible to identify the J point and determine that the electrocardiogram (ECG) findings actually represent massive ST-elevation indicative of occlusion myocardial infarction (OMI). Initial troponin was undetectable. The patient underwent emergent cardiac catheterization and had a 100% proximal LAD occlusion that was successfully stented. The patient was discharged home neurologically intact several days later. This case highlights the importance of careful ECG interpretation and the limitations of troponin assays in the evaluation of acute coronary syndrome. Most importantly, we demonstrate how to evaluate for ST elevation in the context of a widened QRS complex.
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Affiliation(s)
- Alexander Bracey
- Albany Medical Center, Department of Emergency Medicine, Albany, NY, USA.
| | - H Pendell Meyers
- Carolinas Medical Center, Department of Emergency Medicine, Charlotte, NC, USA
| | - Stephen W Smith
- Department of Emergency Medicine, Hennepin County Medical Center, Minneapolis, MN, USA Department of Emergency Medicine, University of Minnesota Medical Center, Minneapolis, MN, USA
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