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Novel multi-marker proteomics in phenotypically matched patients with ST-segment myocardial infarction: association
Jay S Shavadia1,2, Wendimagegn Alemayehu3, Christopher deFilippi4
1Canadian VIGOUR Centre, University of Alberta, Edmonton, AB, Canada. jss372@usask.ca.
Insights
Predicting adverse outcomes after ST-segment elevation myocardial infarction (STEMI) is crucial. Early changes in 14 biomarkers, particularly inflammatory ones, help predict 90-day mortality, heart failure, or shock in STEMI patients.
Area of Science:
- Cardiology
- Biomarker Discovery
- Proteomics
Background:
- Early prediction of morbidity and mortality in acute ST-segment elevation myocardial infarction (STEMI) remains a clinical challenge.
- Identifying novel biomarkers for risk stratification post-primary percutaneous coronary intervention is essential.
Purpose of the Study:
- To explore associations between early changes in novel biomarkers and 90-day adverse outcomes in STEMI patients.
- To develop predictive models for 90-day mortality, heart failure, or shock using proteomic data.
Main Methods:
- Analysis of 91 novel biomarkers in 139 STEMI patients (72 cases, 67 controls) treated with primary percutaneous coronary intervention.
- Assessment of 24-h relative changes in biomarker concentrations from baseline.
- Application of random forest models for outcome prediction and adjustment for false discovery rate.
Main Results:
- Significant associations found between 90-day composite outcomes (death, heart failure, shock) and changes in 14 biomarkers.
- Involved pathophysiologic processes include myocardial remodeling, inflammation, angiogenesis, bone metabolism, thrombosis, and cholesterol metabolism.
- Random forest models indicated an independent association with inflammatory markers.
Conclusions:
- Early proteomic responses show heterogeneity in STEMI patients who experience adverse outcomes.
- Multi-biomarker strategies are needed for risk stratification and developing new therapies post-myocardial infarction.
Abstract:
Early prediction of significant morbidity or mortality in patients with acute ST-segment elevation myocardial infarction (STEMI) represents an unmet clinical need. In phenotypically matched population of 139 STEMI patients (72 cases, 67 controls) treated with primary percutaneous coronary intervention, we explored associations between a 24-h relative change from baseline in the concentration of 91 novel biomarkers and the composite outcome of death, heart failure, or shock within 90 days. Additionally, we used random forest models to predict the 90-day outcomes. After adjustment for false discovery rate, the 90-day composite was significantly associated with concentration changes in 14 biomarkers involved in various pathophysiologic processes including: myocardial fibrosis/remodeling (collagen alpha-1, cathepsin Z, metalloproteinase inhibitor 4, protein tyrosine phosphatase subunits), inflammation, angiogenesis and signaling (interleukin 1 and 2 subunits, growth differentiation factor 15, galectin 4, trefoil factor 3), bone/mineral metabolism (osteoprotegerin, matrix extracellular phosphoglycoprotein and tartrate-resistant acid phosphatase), thrombosis (tissue factor pathway inhibitor) and cholesterol metabolism (LDL-receptor). Random forest models suggested an independent association when inflammatory markers are included in models predicting the outcomes within 90 days. Substantial heterogeneity is apparent in the early proteomic responses among patients with acutely reperfused STEMI patients who develop death, heart failure or shock within 90 days. These findings suggest the need to consider synergistic multi-biomarker strategies for risk stratification and to inform future development of novel post-myocardial infarction therapies.
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