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Identification of PANoptosis-Related Biomarkers in Hypertrophic Cardiomyopathy: Insights from Multi-Omics Analysis
Jinlong Zhong1, Qinghui Zhao2, Ruiqing Wu3
1Department of Pathology, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, People's Republic of China.
Insights
This study reveals PANoptosis, an inflammatory cell death, is involved in hypertrophic cardiomyopathy (HCM) progression. Nine genes related to PANoptosis show diagnostic potential and may offer new therapeutic targets for HCM.
Area of Science:
- Cardiovascular Research
- Molecular Biology
- Immunology
Background:
- Hypertrophic cardiomyopathy (HCM) is a common inherited heart condition linked to hypertrophy, fibrosis, and sudden cardiac death risk.
- The molecular mechanisms driving HCM progression are not fully understood.
- PANoptosis, a programmed cell death form involving pyroptosis, apoptosis, and necroptosis, is implicated in cardiac injury but unstudied in HCM.
Purpose of the Study:
- To investigate the role of PANoptosis in the molecular pathogenesis of HCM.
- To identify diagnostic biomarkers and potential therapeutic targets for HCM based on PANoptosis-related genes.
- To explore the relationship between PANoptosis, immune infiltration, and intercellular communication in HCM.
Main Methods:
- Transcriptomic analysis of HCM and control hearts to identify differentially expressed PANoptosis genes.
- Machine learning framework to construct and validate a nine-gene diagnostic panel for HCM.
- Consensus clustering to identify molecular subtypes and assess immune infiltration and functional enrichment.
- Single-nucleus RNA sequencing and CellChat analysis to understand cell-type-specific gene expression and intercellular signaling.
- In vivo validation in a murine HCM model and molecular docking for therapeutic compound identification.
Main Results:
- A nine-gene panel (S100A9, GADD45A, IER3, STAT3, SFRP1, PHLDA1, JAK2, MYC, S100A8) demonstrated high diagnostic performance (AUC > 0.95) for HCM.
- Two distinct molecular subtypes of HCM were identified, showing unique immune and metabolic profiles.
- PANoptosis genes correlated with immune cell infiltration (T cells, macrophages, dendritic cells) and revealed PDGF-mediated signaling between cardiomyocytes and fibroblasts.
- In vivo studies confirmed gene expression trends, and molecular docking suggested folic acid and tretinoin as potential therapeutic agents.
Conclusions:
- This study establishes a significant link between PANoptosis and the molecular pathogenesis of HCM.
- PANoptosis plays a role in HCM development and associated immune remodeling.
- The identified PANoptosis biomarkers offer translational potential for HCM diagnosis and targeted therapies, guiding precision medicine strategies.
Background:
Hypertrophic cardiomyopathy (HCM) is a common inherited cardiomyopathy characterized by ventricular hypertrophy, fibrosis, and increased risk of sudden cardiac death. However, the underlying molecular pathways contributing to its progression remain incompletely defined. PANoptosis, a newly defined inflammatory form of programmed cell death integrating pyroptosis, apoptosis, and necroptosis, has been implicated in cardiac injury and may represent a convergent mechanism linking inflammation and myocardial remodeling, but remains uninvestigated in HCM.
Methods:
Transcriptomic profiles from HCM and control hearts were analyzed to identify differentially expressed PANoptosis-related genes. A nine-gene diagnostic panel was constructed using a comprehensive multi-algorithm machine learning framework integrating ensemble, kernel-based, and regularized regression models, and validated in external cohorts. Molecular subtypes were identified through consensus clustering. Immune infiltration, functional enrichment, and ceRNA regulatory networks were evaluated. Single-nucleus RNA sequencing localized gene expression to specific cardiac cell types. Cell-cell communication analysis explored intercellular signaling. Experimental validation was performed in a murine HCM model using echocardiography, histology, and RT-qPCR. Molecular docking assessed therapeutic potential of candidate compounds. Finally, molecular docking and target prediction were applied to explore potential therapeutic compounds acting on the PANoptosis axis.
Results:
Nine PANoptosis-related genes (S100A9, GADD45A, IER3, STAT3, SFRP1, PHLDA1, JAK2, MYC, S100A8) showed high diagnostic performance (AUC > 0.95). Two molecular subtypes displayed distinct immune and metabolic signatures. PANoptosis genes correlated with T cells, macrophages, and dendritic cells. CellChat analysis revealed PDGF-mediated signaling between cardiomyocytes and fibroblasts. Key genes exhibited cell-type-specific expression. In vivo validation confirmed gene expression trends. Moreover, folic acid and tretinoin exhibited favorable docking affinity with core targets, suggesting potential therapeutic relevance.
Conclusion:
This study provides the first systematic evidence linking PANoptosis to the molecular pathogenesis of HCM. PANoptosis contributes to HCM pathogenesis and immune remodeling, and the identified biomarkers demonstrate translational potential as diagnostic indicators and therapeutic targets. The integrated analysis highlights novel PANoptotic signaling axes that may guide future precision diagnosis and intervention strategies for HCM.
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