Related Experiment Video
Updated: Dec 21, 2025

Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
Published on: February 13, 2021
A directed network analysis of the cardiome identifies molecular pathways contributing to the development of HFpEF
Georg Summer1, Annika R Kuhn2, Chantal Munts2
1Department of Cardiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, Maastricht, the Netherlands; TNO, Microbiology & Systems Biology, Zeist, the Netherlands.
Insights
Metabolic syndrome contributes to heart failure with preserved ejection fraction (HFpEF). A novel network analysis identified key genes like Myc and Ppara, crucial for understanding HFpEF development in obese rats.
Area of Science:
- Cardiovascular Research
- Systems Biology
- Molecular Mechanisms
Background:
- Metabolic syndrome, diabetes, hypertension, and obesity are linked to heart failure with preserved ejection fraction (HFpEF).
- The precise molecular pathways driving HFpEF remain unclear.
- Understanding these mechanisms is critical for developing targeted therapies.
Purpose of the Study:
- To elucidate the molecular mechanisms underlying HFpEF development.
- To apply a novel cardiome-directed network analysis (CDNA) to cardiac RNA-sequencing data.
- To identify critical genes and biological processes involved in HFpEF.
Main Methods:
- Utilized a well-established rat model (ZSF1) of obesity and hypertension-induced HFpEF.
- Performed high-throughput cardiac RNA-sequencing.
- Applied CDNA using STRING database for protein-protein interactions and network topology analysis.
Main Results:
- Obese ZSF1 rats, particularly those on a high-fat diet, exhibited diastolic dysfunction and reduced exercise capacity.
- CDNA revealed high interconnectivity between endothelial function, inflammation, apoptosis/autophagy, sarcomere/cytoskeleton, and extracellular matrix processes.
- Transcription factors Myc and Ppara were identified as key bottlenecks, with Ppara linking cardiac metabolism, inflammation, and endothelial function.
Conclusions:
- The CDNA is a novel and applicable systems biology approach for cardiac disease research.
- This method identified Myc and Ppara as critical genes potentially involved in HFpEF pathogenesis.
- Further investigation into these identified pathways could lead to new therapeutic strategies for HFpEF.
Aims:
The metabolic syndrome and associated comorbidities, like diabetes, hypertension and obesity, have been implicated in the development of heart failure with preserved ejection fraction (HFpEF). The molecular mechanisms underlying the development of HFpEF remain to be elucidated. We developed a cardiome-directed network analysis and applied this to high throughput cardiac RNA-sequencing data from a well-established rat model of HFpEF, the obese and hypertensive ZSF1 rat. With this novel system biology approach, we explored the mechanisms underlying HFpEF.
Methods And Results:
Unlike ZSF1-Lean, ZSF1-Obese and ZSF1-Obese rats fed with a high-fat diet (HFD) developed diastolic dysfunction and reduced exercise capacity. The number of differentially expressed genes amounted to 1591 and 1961 for the ZSF1-Obese vs. Lean and ZSF1-Obese+HFD vs. Lean comparison, respectively. For the cardiome-directed network analysis (CDNA) eleven biological processes related to cardiac disease were selected and used as input for the STRING protein-protein interaction database. The resulting STRING network comprised 3.460 genes and 186.653 edges. Subsequently differentially expressed genes were projected onto this network. The connectivity between the core processes within the network was assessed and important bottleneck and hub genes were identified based on their network topology. Classical gene enrichment analysis highlighted many processes related to mitochondrial oxidative metabolism. The CDNA indicated high interconnectivity between five core processes: endothelial function, inflammation, apoptosis/autophagy, sarcomere/cytoskeleton and extracellular matrix. The transcription factors Myc and Peroxisome Proliferator-Activated Receptor-α (Ppara) were identified as important bottlenecks in the overall network topology, with Ppara acting as important link between cardiac metabolism, inflammation and endothelial function.
Conclusions:
This study presents a novel systems biology approach, directly applicable to other cardiac disease-related transcriptome data sets. The CDNA approach enabled the identification of critical processes and genes, including Myc and Ppara, that are putatively involved in the development of HFpEF.
More Related Videos
07:49Author Spotlight: Investigating HR-Dependent Cardiac Function in Mouse Models Through a Novel Atrial-Pacing Approach
Published on: July 21, 2023
11:13Electrophysiological Analysis of human Pluripotent Stem Cell-derived Cardiomyocytes hPSC-CMs Using Multi-electrode Arrays MEAs
Published on: May 12, 2017
Related Concept Videos
Pathophysiology of Heart Failure
Cardiomyopathy III: Hypertrophic Cardiomyopathy
Heart Failure II: Pathophysiology
Cardiomyopathy II: Dilated Cardiomyopathy
Pathophysiology of Cardiac Performance
Cardiomyopathy V: Interprofessional Care