3 Key Takeaways
Plain English Summary- 01Core Finding
Misclassification occurs in both directions and with real consequence: nonischemic myocardial injury is frequently mislabeled as secondary myocardial infarction (MI), contributing to the overdiagnosis of MI, and chronic myocardial injury, which carries a risk of subsequent MI or cardiovascular death approaching that of primary MI, is routinely dismissed once infarction has been excluded.
- 02Study Evidence
Study design used a clinical evidence review protocol to track clinical outcomes.
- 03Practical Meaning
Benefits and risks vary by individual health history — discuss with a healthcare professional.
What This Means for You
Finally, we review emerging understanding of troponin biology, clearance, proteolysis and fragmentation, macrotroponin, antitroponin autoantibodies, and extracellular vesicle-associated troponin, which may eventually allow the assay itself to carry more of the interpretive burden. Until then, that burden rests with the clinician.
The Discovery
High-sensitivity cardiac troponin (hs-cTn) assays have solved the problem of detecting myocardial injury and, in doing so, created the problem of classifying it. Abnormal troponin concentrations are now known to be common across a wide spectrum of cardiac and systemic disease, and the central challenge of contemporary practice is no longer whether myocardial injury can be detected, but whether it can be correctly classified. Misclassification occurs in both directions and with real consequence: nonischemic myocardial injury is frequently mislabeled as secondary myocardial infarction (MI), contributing to the overdiagnosis of MI, and chronic myocardial injury, which carries a risk of subsequent MI or cardiovascular death approaching that of primary MI, is routinely dismissed once infarction has been excluded. This narrative review argues that accurate classification cannot be delegated to an algorithm and instead requires integrated, context-aware interpretation grounded in 4 domains: 1) the analytical and biological properties of hs-cTnI and hs-cTnT, including assay-specific and sex-specific thresholds, clearance kinetics, and sources of analytical interference and false-positive results; 2) the capabilities and limitations of guideline-endorsed serial testing, including the European Society of Cardiology 0/1h and 0/2h algorithms, point-of-care platforms, and artificial intelligence-based decision support; 3) rigorous application of the Fifth Universal Definition of Myocardial Infarction, in particular the distinctions between myocardial injury, necrosis, and infarction, and between diagnosis and risk stratification; and 4) recognition of the non-acute coronary syndrome conditions-chronic kidney disease, heart failure, sepsis, tachyarrhythmias, pulmonary embolism, takotsubo syndrome, and others-in which troponin elevation is expected rather than anomalous. We provide explicit bedside guidance for the situations that clinicians find most difficult, including suspected secondary MI, the observe zone, and troponin elevation without a dynamic pattern.
How It Works, Simply
This cardiology research focuses on AI model. Researchers evaluated it using a standard-of-care clinical practice · Clinical evidence review at the clinical practice stage of medical research.
3 Key Takeaways
Clinical Takeaways- 01Core Finding
Misclassification occurs in both directions and with real consequence: nonischemic myocardial injury is frequently mislabeled as secondary myocardial infarction (MI), contributing to the overdiagnosis of MI, and chronic myocardial injury, which carries a risk of subsequent MI or cardiovascular death approaching that of primary MI, is routinely dismissed once infarction has been excluded.
- 02Study Evidence
Study design used a clinical evidence review protocol to track clinical outcomes.
- 03Practical Meaning
Benefits and risks vary by individual health history — discuss with a healthcare professional.
Biological Mechanism & Study Design
Study Design & Cohort
Clinical evidence review
Standard-of-care clinical practice · Clinical evidence review · Clinical Practice
Biological Pathway & Modality
AI model
Intervention: Interpreting High-Sensitivity Cardiac Troponin in Clinical Practice and Emerging
Experimental Findings & Endpoints
High-sensitivity cardiac troponin (hs-cTn) assays have solved the problem of detecting myocardial injury and, in doing so, created the problem of classifying it.
Abnormal troponin concentrations are now known to be common across a wide spectrum of cardiac and systemic disease, and the central challenge of contemporary practice is no longer whether myocardial injury can be detected, but whether it can be correctly classified. Misclassification occurs in both directions and with real consequence: nonischemic myocardial injury is frequently mislabeled as secondary myocardial infarction (MI), contributing to the overdiagnosis of MI, and chronic myocardial injury, which carries a risk of subsequent MI or cardiovascular death approaching that of primary MI, is routinely dismissed once infarction has been excluded.
This narrative review argues that accurate classification cannot be delegated to an algorithm and instead requires integrated, context-aware interpretation grounded in 4 domains: 1) the analytical and biological properties of hs-cTnI and hs-cTnT, including assay-specific and sex-specific thresholds, clearance kinetics, and sources of analytical interference and false-positive results; 2) the capabilities and limitations of guideline-endorsed serial testing, including the European Society of Cardiology 0/1h and 0/2h algorithms, point-of-care platforms, and artificial intelligence-based decision support; 3) rigorous application of the Fifth Universal Definition of Myocardial Infarction, in particular the distinctions between myocardial injury, necrosis, and infarction, and between diagnosis and risk stratification; and 4) recognition of the non-acute coronary syndrome conditions-chronic kidney disease, heart failure, sepsis, tachyarrhythmias, pulmonary embolism, takotsubo syndrome, and others-in which troponin elevation is expected rather than anomalous. We provide explicit bedside guidance for the situations that clinicians find most difficult, including suspected secondary MI, the observe zone, and troponin elevation without a dynamic pattern.
Clinical Translation & Practice Context
Finally, we review emerging understanding of troponin biology, clearance, proteolysis and fragmentation, macrotroponin, antitroponin autoantibodies, and extracellular vesicle-associated troponin, which may eventually allow the assay itself to carry more of the interpretive burden.
Until then, that burden rests with the clinician.
The Bottom Line · Clinical Pearl
“Until then, that burden rests with the clinician.”
Published in Journal of the American College of Cardiology · Current Stage: Clinical Practice
