Frontiers in Molecular Biosciences · 2021 · 33 citations · 44 references
Life SciencesBioinformaticsMolecular BiologyGene ExpressionGene Expression AnalysisNetwork BiologyFibrosisGene Expression ProfilingInterstitial Lung DiseaseProtein-protein Interaction AnalysisProtein-protein Interaction NetworksPulmonary PathologyDisease Network AnalysisGene Expression Network AnalysisGene Network AnalysisHub Gene IdentificationProgressive Pulmonary FibrosisProtein-protein Interaction ModulesPulmonary Fibrosis ProgressionReal-time Polymerase Chain Reaction (Pcr)
Idiopathic pulmonary fibrosis (IPF) is a progressive disease whose etiology remains unknown. The purpose of this study was to explore hub genes and pathways related to IPF development and prognosis. Multiple gene expression datasets were downloaded from the Gene Expression Omnibus database. Weighted correlation network analysis (WGCNA) was performed and differentially expressed genes (DEGs) identified to investigate Hub modules and genes correlated with IPF. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis, and protein-protein interaction (PPI) network analysis were performed on selected key genes. In the PPI network and cytoHubba plugin, 11 hub genes were identified, including ASPN, CDH2, COL1A1, COL1A2, COL3A1, COL14A1, CTSK, MMP1, MMP7, POSTN, and SPP1. Correlation between hub genes was displayed and validated. Expression levels of hub genes were verified using quantitative real-time PCR (qRT-PCR). Dysregulated expression of these genes and their crosstalk might impact the development of IPF through modulating IPF-related biological processes and signaling pathways. Among these genes, expression levels of COL1A1, COL3A1, CTSK, MMP1, MMP7, POSTN, and SPP1 were positively correlated with IPF prognosis. The present study provides further insights into individualized treatment and prognosis for IPF.
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MMP1 and MMP7 as Potential Peripheral Blood Biomarkers in Idiopathic Pulmonary Fibrosis
Iván O. Rosas, Thomas J. Richards, Kazuhisa Konishi et al. · PLoS Medicine · 2008 · 602 citations · Full text