Identification and Validation of Aging Related Genes Signature in Chronic Obstructive Pulmonary Disease.

IF 2.2 4区 医学 Q3 RESPIRATORY SYSTEM
Tian-Tian Li, Hong-Yan Bai, Jing-Hong Zhang, Xiu-He Kang, Yi-Qing Qu
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引用次数: 0

Abstract

Purpose: Chronic Obstructive Pulmonary Disease (COPD) is regarded as an accelerated aging disease. Aging-related genes in COPD are still poorly understood.

Method: Data set GSE76925 was obtained from the Gene Expression Omnibus (GEO) database. The "limma" package identified the differentially expressed genes. The weighted gene co-expression network analysis (WGCNA) constructes co-expression modules and detect COPD-related modules. The least absolute shrinkage and selection operator (LASSO) and the support vector machine recursive feature elimination (SVM-RFE) algorithms were chosen to identify the hub genes and the diagnostic ability. Three external datasets were used to identify differences in the expression of hub genes. Real-time reverse transcription polymerase chain reaction (RT-qPCR) was used to verify the expression of hub genes.

Result: We identified 15 differentially expressed genes associated with aging (ARDEGs). The SVM-RFE and LASSO algorithms pinpointed four potential diagnostic biomarkers. Analysis of external datasets confirmed significant differences in PIK3R1 expression. RT-qPCR results indicated decreased expression of hub genes. The ROC curve demonstrated that PIK3R1 exhibited strong diagnostic capability for COPD.

Conclusion: We identified 15 differentially expressed genes associated with aging. Among them, PIK3R1 showed differences in external data sets and RT-qPCR results. Therefore, PIK3R1 may play an essential role in regulating aging involved in COPD.

慢性阻塞性肺病中衰老相关基因特征的鉴定与验证
目的:慢性阻塞性肺病(COPD)被认为是一种加速衰老的疾病。人们对慢性阻塞性肺病中与衰老相关的基因仍知之甚少:方法:从基因表达总库(GEO)数据库中获取数据集 GSE76925。limma "软件包识别了差异表达基因。加权基因共表达网络分析(WGCNA)构建共表达模块并检测 COPD 相关模块。选择最小绝对收缩和选择算子(LASSO)和支持向量机递归特征消除(SVM-RFE)算法来识别中枢基因和诊断能力。三个外部数据集被用来识别枢纽基因表达的差异。采用实时反转录聚合酶链反应(RT-qPCR)来验证枢纽基因的表达:结果:我们发现了 15 个与衰老相关的差异表达基因(ARDEGs)。SVM-RFE 和 LASSO 算法确定了四个潜在的诊断生物标记。外部数据集分析证实了 PIK3R1 表达的显著差异。RT-qPCR 结果表明枢纽基因的表达减少。ROC曲线显示,PIK3R1对慢性阻塞性肺病具有很强的诊断能力:结论:我们发现了 15 个与衰老相关的差异表达基因。结论:我们发现了 15 个与衰老相关的差异表达基因,其中 PIK3R1 在外部数据集和 RT-qPCR 结果中表现出差异。因此,PIK3R1 可能在慢性阻塞性肺病的衰老调控中扮演着重要角色。
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来源期刊
CiteScore
4.40
自引率
0.00%
发文量
38
审稿时长
6-12 weeks
期刊介绍: From pathophysiology and cell biology to pharmacology and psychosocial impact, COPD: Journal Of Chronic Obstructive Pulmonary Disease publishes a wide range of original research, reviews, case studies, and conference proceedings to promote advances in the pathophysiology, diagnosis, management, and control of lung and airway disease and inflammation - providing a unique forum for the discussion, design, and evaluation of more efficient and effective strategies in patient care.
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