Evidence map›Paper›PMID 41998783›Full record

ArticleHereditas2026

Whole-transcriptome analysis of Aortic Stenosis reveals dysregulated RNA networks, immune cell infiltration, and NADK2 as a candidate regulator.

Feng-Xia Wang, Ming-Jun Duan, Hao-Qiang Guo, Jia-Qing Yu, Fen Liu, Nilupaer Aisikeer, Yi-Tong Ma, Xiang Xie

Abstract read
In one paragraph

Article in Hereditas, 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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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Feng-Xia Wang *Department of Cardiology, First Affiliated Hospital of Xinjiang Medical University, No. 137, Liyushan South Road, Xincheng District, Urumqi, Xinjiang Uygur Autonomous Region, 830000, China.
Ming-Jun Duan *Animal Experimental Center, Xinjiang Medical University, Urumqi, Xinjiang Uygur Autonomous Region, 830017, China.
Hao-Qiang GuoDepartment of Human Anatomy, School of Basic Medical Sciences, Xinjiang Medical university, Urumqi, Xinjiang Uygur Autonomous Region, 830017, China.
Jia-Qing YuDepartment of Cardiology, First Affiliated Hospital of Xinjiang Medical University, No. 137, Liyushan South Road, Xincheng District, Urumqi, Xinjiang Uygur Autonomous Region, 830000, China.
Fen LiuDepartment of Cardiology, First Affiliated Hospital of Xinjiang Medical University, No. 137, Liyushan South Road, Xincheng District, Urumqi, Xinjiang Uygur Autonomous Region, 830000, China.
Nilupaer AisikeerDepartment of Cardiology, First Affiliated Hospital of Xinjiang Medical University, No. 137, Liyushan South Road, Xincheng District, Urumqi, Xinjiang Uygur Autonomous Region, 830000, China.
Yi-Tong MaDepartment of Cardiology, First Affiliated Hospital of Xinjiang Medical University, No. 137, Liyushan South Road, Xincheng District, Urumqi, Xinjiang Uygur Autonomous Region, 830000, China. myt-xj@163.com.
Xiang XieDepartment of Cardiology, First Affiliated Hospital of Xinjiang Medical University, No. 137, Liyushan South Road, Xincheng District, Urumqi, Xinjiang Uygur Autonomous Region, 830000, China. xiangxie999@sina.com.

Funding

National Natural Science Foundation of China- Regional Project No.82460068National Natural Science Foundation of China- Regional Projectt No.82260071the Program of High-level Medical and Health Talents in the "Tianshan Yingcai" Project of the Third Batch of the "2+5" Key Talent Plan in Xinjiang Uygur Autonomous Region-Young and Middle-aged Backbone Medical Talents No. TSYC202401B073Tianshan Talent Training Program of Xinjiang Uygur Autonomous Region No.2022TSYCLJ0067
6 · The paper itself

Abstract

backgroundAortic stenosis (AS) is a common cardiovascular condition marked by progressive narrowing of the aortic valve and is associated with substantial morbidity and mortality. Although its clinical impact is well recognized, the molecular mechanisms driving AS progression remain incompletely defined, particularly with regard to the contributions of non-coding RNAs and immune–metabolic interactions.

methodsHigh-throughput RNA sequencing combined with integrative bioinformatics analyses was performed on human aortic valve tissues from patients with AS to identify differentially expressed RNAs. Expression of Nicotinamide Adenine Dinucleotide Kinase 2 (NADK2) was validated using western blotting and quantitative polymerase chain reaction in both human AS specimens and murine AS models. Functional enrichment analyses, immune cell infiltration profiling, and weighted gene co-expression network analysis were applied to characterize regulatory networks and identify hub genes.

resultsA total of 1,443 messenger RNAs (mRNAs), 3,147 long non-coding RNAs (lncRNAs), and 145 circular RNAs (circRNAs) were differentially expressed in AS valve tissues, with the majority showing increased expression. Principal component analysis demonstrated clear separation between AS and control samples. Functional enrichment analyses linked differentially expressed mRNAs primarily to sensory perception and calcium signaling pathways, lncRNAs to embryonic development–related processes, and circRNAs to protein regulatory functions. NADK2 was identified as a hub gene and was significantly upregulated at both the mRNA and protein levels in valve tissues from patients with AS and in the murine AS model. Immune infiltration analysis indicated increased proportions of CD4⁺ memory T cells and CD8⁺ T cells in AS, with strong positive correlations observed between these immune cell populations and NADK2 expression. Weighted gene co-expression network analysis further supported NADK2 as a key candidate regulator within the disease-associated magenta module.

conclusionThis study delineates comprehensive RNA regulatory networks in patients with AS and identifies NADK2 as a key molecular contributor to disease pathogenesis. Its consistent upregulation across species, together with close associations with immune dysregulation and co-expression network modules, supports its potential relevance as a therapeutic target in AS.

Indexed as

Aortic Valve StenosisGene Regulatory NetworksTranscriptomeAnimalsComputational BiologyGene Expression ProfilingHigh-Throughput Nucleotide SequencingHumansMiceRNA, CircularRNA, Long NoncodingRNA, MessengerRNA, CircularRNA, Long NoncodingRNA, MessengerAortic stenosisImmune infiltrationNADK2Transcriptomics

Identifiers

PMID41998783
PMCPMC13224427

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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 OpenQuestion graph.