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

Authors :
Tian-Tian Li
Hong-Yan Bai
Jing-Hong Zhang
Xiu-He Kang
Yi-Qing Qu
Source :
COPD, Vol 21, Iss 1 (2024)
Publication Year :
2024
Publisher :
Taylor & Francis Group, 2024.

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.

Details

Language :
English
ISSN :
15412555 and 15412563
Volume :
21
Issue :
1
Database :
Directory of Open Access Journals
Journal :
COPD
Publication Type :
Academic Journal
Accession number :
edsdoj.9ea7c02a2c69436fb34dbd876ef87fd5
Document Type :
article
Full Text :
https://doi.org/10.1080/15412555.2024.2379811