ArticleJournal of thoracic disease2026
Programmed cell death-related transcriptomic features are associated with aortic valve calcification progression: an integrated analysis of public datasets and clinical samples.
Article in Journal of thoracic disease, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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Abstract
Background: Calcific aortic valve disease (CAVD) is an active, cell-mediated disorder lacking effective medical therapy. The contribution of programmed cell death (PCD) to disease progression remains insufficiently characterized. This study aimed to characterize PCD-related transcriptomic features during CAVD progression and identify candidate molecular indicators associated with disease severity. Methods: Transcriptomic datasets from aortic valve tissues were analyzed using differential expression, PCD activity scoring, weighted gene co-expression network analysis (WGCNA), Mfuzz clustering, and least absolute shrinkage and selection operator (LASSO) regression. A PCD-related gene signature was constructed and validated in an external cohort. Immune infiltration was profiled using Cell-type Identification by Estimating Relative Subsets of RNA Transcripts (CIBERSORT), and peripheral blood leukocyte samples from patients with aortic valve disease were used for quantitative real-time polymerase chain reaction (qRT-PCR) validation. Results: PCD-related gene set enrichment increased progressively across disease stages (P=0.01). Integrative multi-step screening identified four key genes- Conclusions: PCD-related transcriptomic enrichment was associated with aortic valve calcification severity and was accompanied by immune remodeling, although these changes may partly reflect overlapping inflammatory and cellular stress responses. The four-gene signature provides mechanistic insight into disease progression and represents a potential tool for molecular stratification and future therapeutic exploration.
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