Department of Pulmonary and Critical Care Medicine, Shandong Key Laboratory of Infectious Respiratory Diseases, Qilu Hospital of Shandong University, Jinan, China.
COPD. 2024 Dec;21(1):2379811. doi: 10.1080/15412555.2024.2379811. Epub 2024 Aug 13.
Chronic Obstructive Pulmonary Disease (COPD) is regarded as an accelerated aging disease. Aging-related genes in COPD are still poorly understood.
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.
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.
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.
慢性阻塞性肺疾病(COPD)被认为是一种加速衰老的疾病。COPD 相关的衰老相关基因仍知之甚少。
从基因表达综合数据库(GEO)中获取数据集 GSE76925。使用“limma”包识别差异表达基因。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。选择最小绝对值收缩和选择算子(LASSO)和支持向量机递归特征消除(SVM-RFE)算法来识别枢纽基因和诊断能力。使用三个外部数据集来识别枢纽基因表达的差异。实时逆转录聚合酶链反应(RT-qPCR)用于验证枢纽基因的表达。
我们确定了 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志物。对外部数据集的分析证实了 PIK3R1 表达的显著差异。RT-qPCR 结果表明枢纽基因表达下调。ROC 曲线表明 PIK3R1 对 COPD 具有较强的诊断能力。
我们确定了 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 结果中存在差异。因此,PIK3R1 可能在 COPD 中调节衰老的过程中发挥重要作用。