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Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
Published on: February 13, 2021
Biomarker Phenotypes in Heart Failure with Preserved Ejection Fraction Using Hierarchical Clustering: A Pilot Study
Valentina Mitic1, Dijana Stojanovic2, Marina Deljanin-Ilic1,3
1Department for Cardiovascular Diseases, Institute for Treatment and Rehabilitation "Niska Banja", Niska Banja, Serbia.
Heart failure with preserved ejection fraction (HFpEF) patients can be classified into two distinct biomarker phenotypes using clustering. These groups show significant differences in clinical characteristics and cardiac remodeling, suggesting varied underlying causes.
Area of Science:
- Cardiology
- Biomarker Discovery
- Heart Failure Research
Background:
- Heart failure with preserved ejection fraction (HFpEF) is a heterogeneous condition.
- Identifying distinct patient subgroups is crucial for understanding HFpEF pathophysiology.
- Biomarker profiling can aid in stratifying HFpEF patients.
Purpose of the Study:
- To identify and characterize distinct phenotype-based groups within the HFpEF population using unsupervised hierarchical clustering of plasma biomarkers.
- To define these groups as "biomarker phenotypes" and compare their overall clinical characteristics, cardiac structure, and function.
Main Methods:
- A cross-sectional study involving 75 HFpEF patients.
- Agglomerative hierarchical clustering was performed using plasma concentrations of cardiac remodeling biomarkers, B-type natriuretic peptide (BNP), and cystatin C.
Main Results:
- Two distinct biomarker phenotypes were identified: "remodeled" and "non-remodeled".
- The "remodeled phenotype" exhibited higher cardiac remodeling biomarkers, cystatin C, myocardial infarction, STEMI, atrial fibrillation, and anemia.
- This phenotype also showed increased left ventricular remodeling parameters and prolonged intermediate pauses on echocardiography.
Conclusions:
- Unsupervised hierarchical clustering effectively identifies two distinct biomarker phenotypes in HFpEF patients.
- These phenotypes differ significantly in clinical presentation, cardiac structure, and function.
- The findings suggest distinct pathophysiological mechanisms within the HFpEF cohort, with one phenotype aligning with reduced ejection fraction characteristics.
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