AIMC Topic: ST Elevation Myocardial Infarction
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Inflammation-related 5-hydroxymethylation signatures as markers for clinical presentations of coronary artery disease.
Cardiovascular diabetology
Jun 23, 2025
BACKGROUND: Coronary angiography remains the gold standard for diagnosing coronary artery disease (CAD), but its invasive nature limits its applicability for widespread screening. Identifying non-invasive molecular markers could improve CAD classific...
Middle Aged
Risk Assessment
Severity of Illness Index
Epigenesis, Genetic
Female
Reproducibility of Results
Aged
Male
Humans
Predictive Value of Tests
Machine Learning
ST Elevation Myocardial Infarction
Biomarkers
Coronary Artery Disease
Prognosis
Inflammation Mediators
Inflammation
5-Methylcytosine
DNA Methylation
Cell-Free Nucleic Acids
Non-ST Elevated Myocardial Infarction
Artificial intelligence-assisted left ventricular global longitudinal strain assessment in patients with acute myocardial infarction: a RESUS-AMI trial sub-analysis.
The international journal of cardiovascular imaging
Apr 29, 2025
PURPOSE: The aim of this sub-analysis of the RESUS-AMI trial was to evaluate the correlation of artificial intelligence (AI)-assisted echocardiographic global longitudinal strain (GLS) assessments with infarct size, left ventricular ejection fraction...
Reproducibility of Results
Aged
Male
Ventricular Function, Left
Humans
Artificial Intelligence
Female
Observer Variation
Magnetic Resonance Imaging, Cine
Myocardial Contraction
Global Longitudinal Strain
Predictive Value of Tests
Stroke Volume
ST Elevation Myocardial Infarction
Echocardiography
Percutaneous Coronary Intervention
Middle Aged
Image Interpretation, Computer-Assisted
Treatment Outcome
Identification of biomarkers associated with M1 macrophages in the ST-segment elevation myocardial infarction through bioinformatics and machine learning approaches.
Scientific reports
Apr 1, 2025
ST-segment elevation myocardial infarction (STEMI) is considered a critical cardiac condition with a poor prognosis. Shortly after STEMI occurs, the increased number of circulating leukocytes including macrophages can lead to the accumulation of more...
Texture-based probability mapping for automatic assessment of myocardial injury in late gadolinium enhancement images after revascularized STEMI.
International journal of cardiology
Mar 2, 2025
BACKGROUND: Late Gadolinium-enhancement in cardiac magnetic resonance imaging (LGE-CMR) is the gold standard for assessing myocardial infarction (MI) size. Texture-based probability mapping (TPM) is a novel machine learning-based analysis of LGE imag...
The Evolving Paradigm of Myocardial Infarction in the Era of Artificial Intelligence.
British journal of hospital medicine (London, England : 2005)
Feb 23, 2025
The classification and treatment of myocardial infarction (MI) have evolved significantly over the past few decades, with the ST-segment elevation myocardial infarction (STEMI)/non-STEMI (NSTEMI) paradigm dominating clinical practice. While STEMI, id...
A machine learning based death risk analysis and prediction of ST-segment elevation myocardial infarction (STEMI) patients.
Computers in biology and medicine
Feb 14, 2025
Acute myocardial infarction is a condition in which a part of the heart muscle cannot receive enough blood due to the narrowing and blockage of the vessels feeding the heart over time. Noticing this situation lately and failing to intervene immediate...
Prediction of microvascular obstruction from angio-based microvascular resistance and available clinical data in percutaneous coronary intervention: an explainable machine learning model.
Scientific reports
Jan 24, 2025
Angio-based microvascular resistance (AMR) as a potential alternative to the index of microcirculatory resistance (IMR) and its relationship with microvascular obstruction (MVO) and other cardiac magnetic resonance (CMR) parameters still lacks compre...
Comprehensive prediction of outcomes in patients with ST elevation myocardial infarction (STEMI) using tree-based machine learning algorithms.
Computers in biology and medicine
Nov 22, 2024
ST elevation myocardial infarction (STEMI), a subtype of acute coronary syndrome, is one of the leading causes of morbidity and mortality. Revascularization using primary percutaneous coronary intervention (PPCI) is the gold standard treatment. Despi...
Rationale and design of the artificial intelligence scalable solution for acute myocardial infarction (ASSIST) study.
Journal of electrocardiology
Aug 5, 2024
BACKGROUND: Acute coronary syndrome (ACS), specifically ST-segment elevation myocardial infarction is a major cause of morbidity and mortality throughout Europe. Diagnosis in the acute setting is mainly based on clinical symptoms and physician's inte...
A Machine Learning Model for Predicting In-Hospital Mortality in Chinese Patients With ST-Segment Elevation Myocardial Infarction: Findings From the China Myocardial Infarction Registry.
Journal of medical Internet research
Jul 30, 2024
BACKGROUND: Machine learning (ML) risk prediction models, although much more accurate than traditional statistical methods, are inconvenient to use in clinical practice due to their nontransparency and requirement of a large number of input variables...
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