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ANXA2, DBN1, ZNF385D e IL6ST: Biomarcadores de células endoteliales que vinculan la progresión de la aterosclerosis
Fenlong Xue1,2, Ying Shi3, Yuhui Zhang1,2
1Department of Cardiovascular Surgery, Chest Hospital, Tianjin University, Tianjin, People's Republic of China.
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.
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