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Identification of PANoptosis-Related Biomarkers in Hypertrophic Cardiomyopathy: Insights from Multi-Omics Analysis

肥厚性心肌病 生物 计算生物学 转录组 基因 免疫系统 心肌病 基因表达 炎症 基因表达谱 生物信息学 心源性猝死 癌症研究 体内 对接(动物) 表型 细胞 疾病 生物信息学 信号转导 RNA序列 细胞生物学 基因表达调控
作者
Jinlong Zhong,Qian Zhao,Ruiqing Wu,Shuguang Zhang,G H Liu,Zhihui Zhang,Xia Han,Lin Shi
出处
期刊:Journal of Inflammation Research [Dove Medical Press]
卷期号:Volume 19: 1-23
标识
DOI:10.2147/jir.s555505
摘要

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. Keywords: hypertrophic cardiomyopathy, PANoptosis, diagnostic biomarkers, machine learning
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