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Consensus Gene Co-Expression Network Analysis Identifies Novel Genes Associated with Severity of Fibrotic Lung Disease.
Ghandikota, Sudhir; Sharma, Mihika; Ediga, Harshavardhana H; Madala, Satish K; Jegga, Anil G.
Afiliação
  • Ghandikota S; Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA.
  • Sharma M; Department of Electrical Engineering and Computer Science, University of Cincinnati, Cincinnati, OH 45221, USA.
  • Ediga HH; Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA.
  • Madala SK; Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA.
  • Jegga AG; Department of Biochemistry, National Institute of Nutrition, Hyderabad 500 007, India.
Int J Mol Sci ; 23(10)2022 May 13.
Article em En | MEDLINE | ID: mdl-35628257
Idiopathic pulmonary fibrosis (IPF) is a severe fibrotic lung disease characterized by irreversible scarring of the lung parenchyma leading to dyspnea, progressive decline in lung function, and respiratory failure. We analyzed lung transcriptomic data from independent IPF cohorts using weighted gene co-expression network analysis (WGCNA) to identify gene modules based on their preservation status in these cohorts. The consensus gene modules were characterized by leveraging existing clinical and molecular data such as lung function, biological processes, pathways, and lung cell types. From a total of 32 consensus gene modules identified, two modules were found to be significantly correlated with the disease, lung function, and preserved in other IPF datasets. The upregulated gene module was enriched for extracellular matrix, collagen metabolic process, and BMP signaling while the downregulated module consisted of genes associated with tube morphogenesis, blood vessel development, and cell migration. Using a combination of connectivity-based and trait-based significance measures, we identified and prioritized 103 "hub" genes (including 25 secretory candidate biomarkers) by their similarity to known IPF genetic markers. Our validation studies demonstrate the dysregulated expression of CRABP2, a retinol-binding protein, in multiple lung cells of IPF, and its correlation with the decline in lung function.
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Fibrose Pulmonar Idiopática Tipo de estudo: Guideline / Risk_factors_studies Limite: Humans Idioma: En Revista: Int J Mol Sci Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Estados Unidos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Fibrose Pulmonar Idiopática Tipo de estudo: Guideline / Risk_factors_studies Limite: Humans Idioma: En Revista: Int J Mol Sci Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Estados Unidos