Bioinformatics analysis and experimental validation identified BCL3, MMP9, NAMPT, and TLR4 as significantly upregulated key biomarkers associated with cellular senescence and demethylation in acute myocardial infarction.
Observational (n=133)
No
Acute myocardial infarction (n=133)
Biomarker identification (BCL3, MMP9, NAMPT, TLR4) vs Healthy controls
Differential expression of BCL3, MMP9, NAMPT, and TLR4, p=<0.05
p-value: p=<0.05
Acute myocardial infarction (AMI) triggered cardiomyocyte senescence and impaired cardiac function. Methylation modifications and related enzymes in patients were also significantly altered, but the association between cellular senescence and demethylation remained unclear. This study obtained data from public databases, screened candidate genes by intersecting differentially expressed genes (DEGs) with related genes, identified characteristic genes using three machine learning methods to determine biomarkers, and explored their regulatory mechanisms through gene set enrichment analysis (GSEA) and other approaches. Finally, BCL3, MMP9, NAMPT, and TLR4 were identified as potential biomarkers. GSEA showed they were significantly enriched in 18 common pathways. Thirteen immune cells, such as CD8 T cells, differed significantly between AMI and control samples. A total of 58 miRNAs, 10 lncRNAs, and 242 transcription factors (TFs) were predicted to interact with these biomarkers. Targeted analysis predicted 25 potential therapeutic drugs for AMI, and the biomarkers could target Retinoic acid CTD 00006918. GeneMANIA analysis identified 20 functionally related genes, while Friends analysis showed BCL3 had prominent functional similarity. Reverse Transcription Quantitative Polymerase Chain Reaction (RT-qPCR) results validated the expression of biomarkers, consistent with bioinformatics analyses. These findings may provide valuable clues for AMI treatment.
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Wenhua Su
Kunming University of Science and Technology
Hong Huang
South China University of Technology
Qingrong Ruan
First People's Hospital of Yunnan Province
Scientific Reports
Kunming University of Science and Technology
First People's Hospital of Yunnan Province
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Su et al. (Fri,) conducted a observational in Acute myocardial infarction (n=133). Biomarker identification (BCL3, MMP9, NAMPT, TLR4) vs. Healthy controls was evaluated on Differential expression of BCL3, MMP9, NAMPT, and TLR4 (p=<0.05). Bioinformatics analysis and experimental validation identified BCL3, MMP9, NAMPT, and TLR4 as significantly upregulated key biomarkers associated with cellular senescence and demethylation in acute myocardial infarction.
synapsesocial.com/papers/6a0c71a793c2b42b5c8869d1 — DOI: https://doi.org/10.1038/s41598-025-25391-9
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