Key result
Biologically informed phenotyping improves cardiogenic shock risk stratification over traditional staging to guide targeted therapies.
Why the study?
Cardiogenic shock retains high mortality, and traditional staging systems fail to capture the marked biological heterogeneity underlying the condition.
Does biomarker-driven phenotyping improve risk stratification and characterization of biological heterogeneity in patients with cardiogenic shock compared to traditional staging systems?
Design
Review
Authors
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May support biomarker phenotyping for cardiogenic shock stratification; leaves open prospective validation before guiding therapy or trials.
Does biomarker-driven phenotyping improve risk stratification and characterization of biological heterogeneity in patients with cardiogenic shock compared to traditional staging systems?
Biologically informed phenotyping using biomarkers and machine learning offers a framework for improved risk stratification and precision medicine in cardiogenic shock.
Soussi et al. (2026) conducted a review in Cardiogenic shock. Biologically informed phenotyping and biomarkers was evaluated. Biologically informed phenotyping in cardiogenic shock enables improved risk stratification and offers a framework for future enriched clinical trial design and targeted therapies.
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