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Updated: Sep 16, 2025

Author Spotlight: Integrated Multi-Omics Analysis for Unveiling Multicellular Immune Signatures in Clinical Heart Attack Cohorts
Published on: September 20, 2024
CYLD as a key regulator of myocardial infarction-to-heart failure transition revealed by multi-omics integration
Jingya Xu1,2, Zhonghua Dong1, Zhaodong Li3
1Department of Clinical Pharmacy, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Shandong Engineering and Technology Research Center for Pediatric Drug Development, Shandong Medicine and Health Key Laboratory of Clinical Pharmacy, Jinan, China.
Insights
This study identifies CYLD as a key gene in heart failure (HF) development after myocardial infarction (MI). Targeting these genes may offer new treatments for preventing HF progression post-MI.
Area of Science:
- Cardiovascular Biology
- Genomics
- Computational Biology
Background:
- Heart failure (HF) is a common complication after myocardial infarction (MI).
- The molecular mechanisms driving the transition from MI to HF are not well understood.
- Identifying regulatory genes is crucial for understanding and treating this progression.
Purpose of the Study:
- To identify key regulatory genes involved in the transition from MI to HF.
- To utilize advanced computational tools for comprehensive gene expression analysis.
- To uncover potential therapeutic targets for mitigating HF post-MI.
Main Methods:
- Analysis of differentially expressed genes (DEGs) from five independent GEO datasets.
- Weighted gene coexpression network analysis (WGCNA) to identify gene networks.
- Machine learning, KEGG pathway analysis, CIBERSORT, and single-cell sequencing for gene prioritization and validation.
Main Results:
- Identified 413 DEGs and 98 coexpressed genes between MI and HF.
- Prioritized 10 hub genes, including CYLD, associated with immune processes.
- CYLD showed the strongest correlation with MI-to-HF transition and was validated as a predictive marker.
Conclusions:
- CYLD is identified as a critical regulator in the progression from MI to HF.
- Hub genes, particularly CYLD, represent potential therapeutic targets.
- This research provides insights into novel interventions for improving outcomes in MI patients at risk of HF.
Introduction:
Heart failure (HF) is the most common complication following myocardial infarction (MI) and frequently occurs during the postinfarction recovery phase. Despite the well-established association between HF and MI, the underlying molecular mechanisms driving their transition remain poorly understood.
Methods:
The aim of this study was to identify key regulatory genes involved in this transition via advanced computational tools. We conducted a comprehensive analysis of differentially expressed genes (DEGs) via Limma software, leveraging five independent datasets retrieved from the Gene Expression Omnibus (GEO) database: GSE59867, GSE62646, GSE168281, GSE267644, and GSE269269. Our multistep analytical pipeline included weighted gene coexpression network analysis (WGCNA) to map interacting genes, machine learning algorithms for robust classification, functional annotation via Kyoto Encyclopedia of Genes and Genomes (KEGG) to explore biological pathways, CIBERSORT correlation analysis linking hub genes with immune cell states, transcriptional regulation profiling of key hubs, and single-cell sequencing to assess the functional relevance of these hubs.
Results:
Our findings revealed that 413 DEGs were significantly different between MI and HF. WGCNA identified 98 genes associated with both conditions. Machine learning filtering further prioritized 10 hub genes: GPER1, E2F5, DZIP3, CYLD, ADAMTS2, ZNF366, ST14, SNORD28, LHFPL2, and HIVEP2. These hubs were significantly associated with immune-related processes, suggesting their potential role in the pathogenesis of HF after MI. Single-cell transcriptomic analysis demonstrated that CYLD exhibited the strongest correlation with the transition from MI to HF; using random forest modelling, we validated its predictive value in this context.
Discussion:
In conclusion, our study identified CYLD as a critical regulator of the transition from MI to HF. Our findings underscore the potential of hub genes as targets for novel therapeutic interventions aimed at mitigating MI-to-HF progression and improving patient outcomes.
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