Identification of biomarkers for ulcerative morphology in carotid atherosclerosis plaques through single-cell RNA sequencing data
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Background
Carotid atherosclerotic stenosis (CAS) is a major risk factor for stroke, particularly when associated with ulcerative plaque morphology. However, the molecular mechanisms underlying ulceration remain inadequately defined. In this study, we aimed to construct single-cell atlases of ulcerative and non-ulcerative CAS plaques to identify biomarkers associated with ulcerative lesions.
Methods
Plaque tissues from four ulcerative and three non-ulcerative CAS samples were collected and subjected to single-cell RNA sequencing (scRNA-seq). Cell types were identified through scRNA-seq analysis, and differential cell types were determined by comparing their proportions between the 2 groups. Candidate genes were identified by intersecting differentially expressed genes (DEGs) within these differential cell populations. Subsequently, the Molecular Complex Detection (MCODE) plugin in Cytoscape was employed to confirm the biomarkers. Functional annotation and regulatory network analysis were then performed to investigate underlying biological mechanisms.
Results
scRNA-seq analysis identified 7 cell types, of which 6 showed differential proportions, leading to the identification of 61 candidate genes and 7 key biomarkers (KLF2, JUNB, FOS, HSPA1A, DUSP1, JUND, and ZFP36). Enrichment analysis indicated that these biomarkers may influence ulcerative CAS plaques via RNA polymerase II-mediated transcription and stress-response pathways. Regulatory network analysis revealed complex interactions, with RBMX, STAT3, YTHDF3, DDX3X, and ELAVL1 identified as potential upstream regulators.
Conclusions
KLF2, JUNB, FOS, HSPA1A, DUSP1, JUND, and ZFP36 were identified as biomarkers, offering novel insights into the molecular mechanisms underlying ulcerative morphology in CAS.
