Evidence mapPaperPMID 42583240Full record

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.

Xianguan Yu, Yunyue Zhao, Zefeng Chen, Leile Tang, Zhaojun Xiong

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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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1 · What the graph read from it

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2 · The registry

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Xianguan Yu *Department of Cardiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.
Yunyue Zhao *Department of Cardiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.
Zefeng ChenDepartment of Cardiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.
Leile TangDepartment of Cardiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.
Zhaojun XiongDepartment of Cardiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Aortic valve calcificationbiomarker signatureimmune remodelingprogrammed cell death (PCD)transcriptomics

Identifiers

PMID42583240
PMCPMC13459954

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.