ANXA2, DBN1, ZNF385D, and IL6ST: Endothelial cell biomarkers linking atherosclerosis progression to immune microenvironment dysregulation
Abstract
Background Atherosclerosis (AS) is a complex cardiovascular disorder driven by endothelial cell dysfunction and immune microenvironment dysregulation. We identified novel endothelial-related diagnostic biomarkers through multi-omics integration and machine learning approaches.Methods Single‑cell atlas of AS was constructed from scRNA-seq data using the Seurat. Endothelial cell‑specific co‑expression modules and hub genes were identified via high-dimensional WGCNA (hdWGCNA), and key endothelial‑associated differentially expressed genes (DEGs) were obtained by integrating these modules with differential expression analysis. Diagnostic genes were screened using LASSO regression and SVM-RFE using glmnet and caret packages, respectively. Their correlations with immune cell infiltration were assessed by single-sample GSEA (ssGSEA) and the CIBERSORT algorithm. Finally, the binding capacity of the encoded proteins to potential therapeutic agents was evaluated through drug-target prediction using the Enrichr platform and the DSigDB database, followed by molecular docking simulations.Results A total of 66 endothelial cell-associated DEGs were identified, from which four core feature genes (ANXA2, DBN1, ZNF385D, and IL6ST) were screened using machine learning approaches. Immune infiltration analysis revealed a global increase in immune cell infiltration (e.g., activated B cells, T cells, and macrophages) in atherosclerotic lesions, with the four genes showing significant correlations with specific immune subsets, while single-cell data further confirmed T cells, macrophages, and B cells as the predominant cellular components in the plaque microenvironment. Molecular docking results demonstrated strong binding capabilities of ANXA2 with thalidomide and IL6ST with resveratrol, with binding energies of −6.7 kcal/mol and −7.4 kcal/mol, respectively.Conclusion Our findings provided new insights for the targeted AS therapy.
Fields of Study & Subjects
Atherosclerosis and Cardiovascular Diseases
Single-cell and spatial transcriptomics
Cerebrovascular and Carotid Artery Diseases
Publication details
- Journal / source
- Clinical and Experimental Hypertension
- Volume
- 48
- Issue
- 1
- Pages
- 2627352–2627352
- Publication date
- 8 February 2026
- Language
- EN