ArticleBMC medical genomics2022
Integrated investigation of DNA methylation, gene expression and immune cell population revealed immune cell infiltration associated with atherosclerotic plaque formation.
Article in BMC medical genomics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 10 citations in OpenAlex.
- Article
- γδ T Cells in Autoinflammatory Diseases.Cells · 2026Review
- Epigenetic biomarkers predict macrovascular events in individuals with type 2 diabetes.Cell reports. Medicine · 2025Article
- Atherosclerosis in diabetes mellitus: novel mechanisms and mechanism-based therapeutic approaches.Nature reviews. Cardiology · 2025Review
- SPRY1 regulates macrophage M1 polarization in skin aging and melanoma prognosis.Translational oncology · 2025Article
- Diabetes-Driven Atherosclerosis: Updated Mechanistic Insights and Novel Therapeutic Strategies.International journal of molecular sciences · 2025Review
- The Impact of Modifiable Risk Factors on the Endothelial Cell Methylome and Cardiovascular Disease Development.Frontiers in bioscience (Landmark edition) · 2025Review
- Follicular Helper T Cells: Potential Interventional Targets in Atherosclerosis.Journal of immunology research · 2025Review
- Oxidized Low-density Lipoproteins and Lipopolysaccharides Augment Carotid Artery Plaque Vulnerability in Hypercholesterolemic Microswine.Cardiology and cardiovascular medicine · 2023Article
- KIAA1429 regulates alternative splicing events of cancer-related genes in hepatocellular carcinoma.Frontiers in oncology · 2022Article
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Authors and funding
7 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe clinical consequences of atherosclerosis are significant source of morbidity and mortality throughout the world, while the molecular mechanisms of the pathogenesis of atherosclerosis are largely unknown.
methodsIn this study, we integrated the DNA methylation and gene expression data in atherosclerotic plaque samples to decipher the underlying association between epigenetic and transcriptional regulation. Immune cell classification was performed on the basis of the expression pattern of detected genes. Finally, we selected ten genes with dysregulated methylation and expression levels for RT-qPCR validation.
resultsGlobal DNA methylation profile showed obvious changes between normal aortic and atherosclerotic lesion tissues. We found that differentially methylated genes (DMGs) and differentially expressed genes (DEGs) were highly associated with atherosclerosis by being enriched in atherosclerotic plaque formation-related pathways, including cell adhesion and extracellular matrix organization. Immune cell fraction analysis revealed that a large number of immune cells, especially macrophages, activated mast cells, NK cells, and Tfh cells, were specifically enriched in the plaque. DEGs associated with immune cell fraction change showed that they were mainly related to the level of macrophages, monocytes, resting NK cells, activated CD4 memory T cells, and gamma delta T cells. These genes were highly enriched in multiple pathways of atherosclerotic plaque formation, including blood vessel remodeling, collagen fiber organization, cell adhesion, collagen catalogic process, extractable matrix assembly, and platelet activation. We also validated the expression alteration of ten genes associated with infiltrating immune cells in atherosclerosis.
conclusionsIn conclusion, these findings provide new evidence for understanding the mechanisms of atherosclerotic plaque formation, and provide a new and valuable research direction based on immune cell infiltration.
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