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Published on: August 9, 2024
Identification of the molecular subgroups in coronary artery disease by gene expression profiles
Xiao-Yan Peng1, Yong Wang2, Haibo Hu3
1Department of Neurology, First People's Hospital of Jingzhou, First Affiliated Hospital of Yangtze University, Jingzhou, China.
Insights
This study classified coronary artery disease (CAD) into three subgroups using gene expression. Subgroup I showed increased severity linked to lipid metabolism, while subgroup II represented early-stage CAD.
Area of Science:
- Cardiovascular Biology
- Genomics
- Systems Biology
Background:
- Coronary artery disease (CAD) is a major global cause of death.
- Understanding CAD's molecular heterogeneity is crucial for targeted therapies.
Purpose of the Study:
- To classify CAD cases based on gene expression profiles.
- To identify molecular differences and clinical characteristics across CAD subgroups.
Main Methods:
- Utilized gene expression data from the Gene Expression Omnibus database for 352 CAD cases.
- Employed Weighted Gene Co-expression Network Analysis (WGCNA) to identify subgroup-specific gene modules.
- Characterized WGCNA modules to understand biological pathways associated with each subgroup.
Main Results:
- Identified three distinct CAD subgroups with unique gene expression patterns and clinical features.
- Subgroup I exhibited upregulated lipid metabolism pathways, suggesting increased disease severity.
- Subgroup II displayed normal-like gene expression, indicative of early-stage CAD.
- Subgroup III showed significant upregulation of the mammalian target of rapamycin (mTOR) signaling pathway.
Conclusions:
- Transcriptome classification reveals distinct molecular subtypes of CAD.
- Subgroup-specific gene expression patterns highlight unique biological characteristics and potential risk factors.
- Personalized treatment strategies tailored to each CAD subgroup are warranted.
Abstract:
Coronary artery disease (CAD) is the most common type of cardiovascular disease and becomes a leading cause of death worldwide. Aiming to uncover the underlying molecular features for different types of CAD, we classified 352 CAD cases into three subgroups based on gene expression profiles, which were retrieved from the Gene Expression Omnibus database. Also, these subgroups present different expression patterns and clinical characteristics. To uncover the transcriptomic differences between the subgroups, weighted gene co-expression analysis (WGCNA) was used and identified six subgroup-specific WGCNA modules. Characterization of the WCGNA modules revealed that lipid metabolism pathways, specifically upregulated in subgroup I, might be an indicator of increased severity. Moreover, subgroup II was considered as an early-stage of CAD because of normal-like gene expression patterns. In contrast, the mammalian target of rapamycin signaling pathway was significantly upregulated in subgroup III. Although subgroups II and III did not have a significant prognostic difference, their intrinsic biological characteristics were highly different, suggesting that the transcriptome classification may represent risk factors of both age and the intrinsic biological characteristics. In conclusion, the transcriptome classification of CAD cases revealed that cases from different subgroups may have their unique gene expression patterns, indicating that patients in each subgroup should receive more personalized treatment.
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What is Gene Expression?
Gene expression is the process in which DNA directs the synthesis of functional products, that is, proteins. Cells can regulate gene expression at various stages. It allows organisms to generate different cell types and enables cells to adapt to internal and external factors.
Genetic Information Flows from DNA to RNA to Protein
A gene is a stretch of DNA that serves as the blueprint for functional RNAs and proteins. Since DNA is made up of nucleotides and proteins consist of amino...