Pyroptosis-Related Genes as Diagnostic Markers in Chronic Obstructive Pulmonary Disease and Its Correlation with Immune Infiltration.

IF 2.7 3区 医学 Q2 RESPIRATORY SYSTEM International Journal of Chronic Obstructive Pulmonary Disease Pub Date : 2024-06-27 eCollection Date: 2024-01-01 DOI:10.2147/COPD.S438686
Hong-Mei Shu, Chang-Qing Lin, Bei He, Wang Wang, Ling Wang, Ting Wu, Hai-Juan He, Hui-Juan Wang, He-Ping Zhou, Guo-Zheng Ding
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Abstract

Background: Chronic obstructive pulmonary disease (COPD) stands as a predominant cause of global morbidity and mortality. This study aims to elucidate the relationship between pyroptosis-related genes (PRGs) and COPD diagnosis in the context of immune infiltration, ultimately proposing a PRG-based diagnostic model for predicting COPD outcomes.

Methods: Clinical data and PRGs of COPD patients were sourced from the GEO database. The "ConsensusClusterPlus" package was employed to generate molecular subtypes derived from PRGs that were identified through differential expression analysis and LASSO Cox analysis. A diagnostic signature including eight genes (CASP4, CASP5, ELANE, GPX4, NLRP1, GSDME, NOD1and IL18) was also constructed. Immune cell infiltration calculated by the ESTIMATE score, Stroma scores and Immune scores were also compared on the basis of pyroptosis-related molecular subtypes and the risk signature. We finally used qRT - PCR to detect the expression levels of eight genes in COPD patient and normal.

Results: The diagnostic model, anchored on eight PRGs, underwent validation with an independent experimental cohort. The area under the receiver operating characteristic (ROC) curves (AUC) for the diagnostic model showcased values of 0.809, 0.765, and 0.956 for the GSE76925, GSE8545, and GSE5058 datasets, respectively. Distinct expression patterns and clinical attributes of PRGs were observed between the comparative groups, with functional analysis underscoring a disparity in immune-related functions between them.

Conclusion: In this study, we developed a potential as diagnostic biomarkers for COPD and have a significant role in modulating the immune response. Such insights pave the way for novel diagnostic and therapeutic strategies for COPD.

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作为慢性阻塞性肺病诊断标志物的脓毒症相关基因及其与免疫渗透的相关性
背景:慢性阻塞性肺病(COPD)是全球发病率和死亡率的主要原因。本研究旨在阐明免疫浸润背景下热渗透相关基因(PRGs)与慢性阻塞性肺疾病诊断之间的关系,最终提出一种基于PRGs的诊断模型,用于预测慢性阻塞性肺疾病的预后:方法: COPD 患者的临床数据和 PRGs 均来自 GEO 数据库。采用 "ConsensusClusterPlus "软件包,根据差异表达分析和LASSO Cox分析确定的PRGs生成分子亚型。此外,还构建了包括八个基因(CASP4、CASP5、ELANE、GPX4、NLRP1、GSDME、NOD1 和 IL18)的诊断特征。此外,我们还根据与脓毒症相关的分子亚型和风险特征,比较了ESTIMATE评分、基质评分和免疫评分计算出的免疫细胞浸润情况。最后,我们使用 qRT PCR 检测了慢性阻塞性肺病患者和正常人体内八个基因的表达水平:结果:诊断模型以 8 个 PRGs 为基础,通过独立的实验队列进行了验证。在 GSE76925、GSE8545 和 GSE5058 数据集上,诊断模型的接收者操作特征曲线下面积(AUC)分别为 0.809、0.765 和 0.956。比较组之间观察到了 PRGs 不同的表达模式和临床属性,功能分析强调了它们之间在免疫相关功能上的差异:在这项研究中,我们发现了一种潜在的慢性阻塞性肺疾病诊断生物标记物,它们在调节免疫反应方面具有重要作用。这些见解为慢性阻塞性肺病的新型诊断和治疗策略铺平了道路。
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来源期刊
CiteScore
4.80
自引率
10.70%
发文量
372
审稿时长
16 weeks
期刊介绍: An international, peer-reviewed journal of therapeutics and pharmacology focusing on concise rapid reporting of clinical studies and reviews in COPD. Special focus will be given to the pathophysiological processes underlying the disease, intervention programs, patient focused education, and self management protocols. This journal is directed at specialists and healthcare professionals
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