Key result
Network analysis identifies 10 hub proteins linking cytoskeletal motor activity and cilium assembly to CHD.
Observational (n=300)
Integrative network-based analysis of exome sequencing data from CHD patients identified key functional modules and hub proteins, highlighting MYO15A as a potential novel genetic contributor to CHD pathophysiology.
Background: Congenital heart disease (CHD) exhibits significant genetic variability. Advancements in exome sequencing have identified several disease-associated genes, yet the precise roles of many genes are still not fully understood. We hypothesize that common molecular determinants underlie CHD, with different genes forming shared functional modules. Identifying these modules requires a comprehensive and integrative analysis approach, to get novel insights into disease mechanisms, and causal connections between biological processes and CHD pathogenesis. Methods: We used exome-sequencing data on 300 CHD patients to identify disease-associated genes linked to CHD phenotypes whose functional roles are not well characterized. Network based analysis was performed to investigate the functional relationships among these genes and to explore protein-protein interaction (PPI) networks. Functional enrichment analysis was conducted with Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and Reactome. All analysis was done in R using ClusterProfiler and STRING packages to integrate and identify common pathways and strongly connected functional modu l es within the PPI networks. Results: GO enrichment analysis identified significant enrichment in biological processes such as cytoskeletal motor activity ((GO: 0003774; p = 6.67E-11), actin filament binding; (GO: 0051015; p = 9.53E-10), and DNA-binding transcription factor interactions (GO: 0140297; p = 1.22E-08), which highlight key events in cardiac structure and gene regulation. KEGG pathway analysis validated the process of cytoskeletal regulation in muscle cells (hsa04820, p = 3.74E-22) to CHD. Reactome pathways such as cilium assembly (R-HAS 561733, p = 9.05E-10) and striated muscle contraction (R-HSA 390522; p = 1.70E-08) were highlighted. PPI network analysis identified ten hub proteins—MYO15A, VCL, TGFB1, PLOD3, COL1A1, WFS1, FANCE, LAMA4, ISL1, and TNNC1—which form strongly connected modules involved in cytoskeletal remodeling, extracellular matrix integrity, and transcriptional regulation. Notably, MYO15A appears to be a key protein which may be an underexplored genetic contributor to CHD. Conclusion: Integrative n etwork-based approaches can uncover novel functional roles of underexplored disease genes in CHD. These findings offer new insights and provide a basis for future experimental validation and a potential to inform diagnostic and therapeutic strategies for this complex disease.
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Botwe et al. (2025) conducted an observational in Congenital heart disease (n=300). Exome-sequencing and network-based analysis was evaluated on Functional enrichment and protein-protein interaction network modules. Network analysis of 300 CHD patients identified 10 hub proteins (e.g., MYO15A) and significant enrichment in cytoskeletal motor activity (p=6.67E-11) and cilium assembly (p=9.05E-10).
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