Identification of a PANoptosis-related gene signature reveals therapeutic potential of SFRP2 in pulmonary arterial hypertension.

IF 2.8 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS
Frontiers in Cardiovascular Medicine Pub Date : 2025-04-29 eCollection Date: 2025-01-01 DOI:10.3389/fcvm.2025.1521087
Li Li, Mukamengjiang Juaiti
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引用次数: 0

Abstract

Background: Pulmonary arterial hypertension (PAH) is a serious condition marked by elevated pulmonary artery pressure, often progressing to right heart failure and high mortality. PANoptosis, an inflammatory form of programmed cell death, remains understudied in the context of PAH. This study aims to identify and validate PANoptosis-related signature genes in PAH using bioinformatics analysis alongside in vivo and in vitro experiments, seeking to uncover its potential role in disease progression.

Methods: PAH-related datasets and PANoptosis-associated genes were sourced from the Gene Expression Omnibus (GEO) database and prior studies. Feature genes were identified through weighted gene co-expression network analysis (WGCNA), least absolute shrinkage and selection operator (LASSO), and random forest (RF) algorithms, with validation performed on external datasets. The immune landscape in PAH was characterized using the CIBERSORT algorithm, providing insights into immune cell composition and its role in disease progression. Gene expression was further validated using a rat PAH model and pulmonary artery fibroblasts (PAAFs), while hub gene functions were investigated at the cellular level through Western blot, CCK-8, and flow cytometry assays.

Results: Through integrated transcriptomic analysis, SFRP2 was identified as a feature gene related to PAH and PANoptosis. Experimental validation was conducted in MCT-induced rat PAH models and TGF-β1-induced PAAFs, confirming SFRP2's role in regulating fibroblast proliferation and anti-apoptotic processes. The diagnostic model derived from dataset analysis exhibited high accuracy in diagnosing PAH, while immune cell infiltration analysis highlighted immune dysregulation associated with the condition.

Conclusion: SFRP2 was identified as a potential biomarker for PAH, impacting cell proliferation and resistance to apoptosis, thus providing new insights for PAH prevention and treatment.

panoptoosis相关基因标记的鉴定揭示了SFRP2在肺动脉高压中的治疗潜力。
背景:肺动脉高压(PAH)是一种以肺动脉压升高为特征的严重疾病,常发展为右心衰,死亡率高。PANoptosis是一种程序性细胞死亡的炎症形式,在PAH的背景下仍未得到充分研究。本研究旨在通过生物信息学分析以及体内和体外实验,识别和验证PAH中panoptosis相关的特征基因,试图揭示其在疾病进展中的潜在作用。方法:多环芳烃相关数据集和panoptosis相关基因来源于基因表达Omnibus (GEO)数据库和先前的研究。通过加权基因共表达网络分析(WGCNA)、最小绝对收缩和选择算子(LASSO)和随机森林(RF)算法识别特征基因,并在外部数据集上进行验证。使用CIBERSORT算法表征PAH的免疫景观,提供对免疫细胞组成及其在疾病进展中的作用的见解。通过大鼠PAH模型和肺动脉成纤维细胞(PAAFs)进一步验证基因表达,同时通过Western blot、CCK-8和流式细胞术检测hub基因在细胞水平上的功能。结果:通过整合转录组学分析,SFRP2被鉴定为PAH和PANoptosis相关的特征基因。在mct诱导的大鼠PAH模型和TGF-β1诱导的PAAFs中进行实验验证,证实了SFRP2在调节成纤维细胞增殖和抗凋亡过程中的作用。基于数据集分析的诊断模型在诊断多环芳烃方面显示出很高的准确性,而免疫细胞浸润分析强调了与该疾病相关的免疫失调。结论:SFRP2可作为PAH的潜在生物标志物,影响细胞增殖和凋亡抵抗,为PAH的防治提供新的思路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Frontiers in Cardiovascular Medicine
Frontiers in Cardiovascular Medicine Medicine-Cardiology and Cardiovascular Medicine
CiteScore
3.80
自引率
11.10%
发文量
3529
审稿时长
14 weeks
期刊介绍: Frontiers? Which frontiers? Where exactly are the frontiers of cardiovascular medicine? And who should be defining these frontiers? At Frontiers in Cardiovascular Medicine we believe it is worth being curious to foresee and explore beyond the current frontiers. In other words, we would like, through the articles published by our community journal Frontiers in Cardiovascular Medicine, to anticipate the future of cardiovascular medicine, and thus better prevent cardiovascular disorders and improve therapeutic options and outcomes of our patients.
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