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Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis
Peipei Chen1, Yuexin Chen2, Wei Wu1
1Department of Cardiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100730, China.
Abstract:
In recent years, intense research has been conducted to explore the diagnostic value of mRNA expression differences in atherosclerosis (AS). Nevertheless, because various technology platforms are applied and sample sizes are small, the results are inconsistent among the studies. We conducted a comprehensive analysis of a total of 161 tissue samples from 4 published studies after evaluating 230 datasets from the Gene Expression Omnibus and ArrayExpress. Adopting the newly published robust rank aggregation approach, combined with Kyoto Encyclopedia of Genes and Genomes pathway analysis, Gene Ontology functional enrichment analysis, and protein-protein interaction network construction, we identified four significantly upregulated genes (CCL4, CCL18, MMP9 and SPP1) for diagnosing AS, even in the advanced stage. Then, we performed gene set enrichment analysis to identify the pathways that were most affected by altered mRNA expression in atherosclerotic plaques. We found that four hub genes cooperatively targeted lipid metabolism and inflammatory immune-related pathways and validated their high expression levels in ruptured plaques by qRT-PCR, western blot analysis and immunohistochemical staining. In summary, our study showed that these genes can be used as interventional targets for plaque progression, and the results suggested we should focus on small changes in these key indicators in the clinical setting.
Insights
This study identifies four key genes (CCL4, CCL18, MMP9, SPP1) as reliable biomarkers for diagnosing atherosclerosis (AS). These genes are upregulated in advanced AS and target lipid metabolism and immune pathways.
Area of Science:
- Biochemistry
- Molecular Biology
- Genetics
Background:
- Atherosclerosis (AS) diagnosis using mRNA expression shows inconsistent results due to varied platforms and small sample sizes.
- There is a need for reliable mRNA biomarkers for diagnosing AS, especially in advanced stages.
Purpose of the Study:
- To identify and validate diagnostic mRNA biomarkers for atherosclerosis.
- To investigate the role of these biomarkers in AS pathogenesis and progression.
Main Methods:
- Comprehensive meta-analysis of 230 datasets (161 samples) using robust rank aggregation.
- Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) pathway analyses.
- Protein-protein interaction network construction, qRT-PCR, Western blot, and immunohistochemical staining.
Main Results:
- Identified four significantly upregulated genes (CCL4, CCL18, MMP9, SPP1) for AS diagnosis.
- These genes target lipid metabolism and inflammatory immune-related pathways.
- High expression of these genes was validated in ruptured atherosclerotic plaques.
Conclusions:
- CCL4, CCL18, MMP9, and SPP1 are promising diagnostic biomarkers for atherosclerosis.
- These genes represent potential interventional targets for managing plaque progression.
- Monitoring subtle changes in these key indicators is recommended for clinical settings.
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