Related Experiment Video
Updated: Jun 8, 2026

Mapping Dysfunctional Protein-Protein Interactions in Disease
Published on: October 24, 2025
Dynamic functional modules in co-expressed protein interaction networks of dilated cardiomyopathy
Chen-Ching Lin1, Jen-Tsung Hsiang, Chia-Yi Wu
1Institute of Biomedical Informatics, Center for Systems and Synthetic Biology, National Yang-Ming University, Taipei, Taiwan.
Background:
Molecular networks represent the backbone of molecular activity within cells and provide opportunities for understanding the mechanism of diseases. While protein-protein interaction data constitute static network maps, integration of condition-specific co-expression information provides clues to the dynamic features of these networks. Dilated cardiomyopathy is a leading cause of heart failure. Although previous studies have identified putative biomarkers or therapeutic targets for heart failure, the underlying molecular mechanism of dilated cardiomyopathy remains unclear.
Results:
We developed a network-based comparative analysis approach that integrates protein-protein interactions with gene expression profiles and biological function annotations to reveal dynamic functional modules under different biological states. We found that hub proteins in condition-specific co-expressed protein interaction networks tended to be differentially expressed between biological states. Applying this method to a cohort of heart failure patients, we identified two functional modules that significantly emerged from the interaction networks. The dynamics of these modules between normal and disease states further suggest a potential molecular model of dilated cardiomyopathy.
Conclusions:
We propose a novel framework to analyze the interaction networks in different biological states. It successfully reveals network modules closely related to heart failure; more importantly, these network dynamics provide new insights into the cause of dilated cardiomyopathy. The revealed molecular modules might be used as potential drug targets and provide new directions for heart failure therapy.
Insights
This study introduces a new network analysis method to understand dilated cardiomyopathy. It reveals dynamic molecular modules linked to heart failure, offering potential therapeutic targets.
Area of Science:
- Systems Biology
- Molecular Biology
- Genomics
Background:
- Molecular networks are crucial for understanding cellular activity and disease mechanisms.
- Protein-protein interactions provide static network data, while co-expression reveals dynamic network features.
- Dilated cardiomyopathy, a major cause of heart failure, has an unclear molecular mechanism.
Purpose of the Study:
- To develop a novel network-based approach for analyzing dynamic molecular interactions in different biological states.
- To identify functional modules and potential molecular mechanisms underlying dilated cardiomyopathy.
Main Methods:
- Integrated protein-protein interaction data with gene expression profiles and functional annotations.
- Developed a network-based comparative analysis to identify condition-specific co-expressed networks.
- Applied the method to heart failure patient data to find dynamic functional modules.
Main Results:
- Hub proteins in condition-specific networks were differentially expressed.
- Identified two significant functional modules in heart failure patient networks.
- Observed dynamics in these modules between normal and disease states, suggesting a molecular model for dilated cardiomyopathy.
Conclusions:
- Proposed a novel framework for analyzing dynamic interaction networks across biological states.
- Successfully identified heart failure-related network modules and provided insights into dilated cardiomyopathy.
- Revealed molecular modules that could serve as potential drug targets for heart failure therapy.
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