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Updated: Aug 23, 2026

Quantitative Analysis of Cellular Composition in Advanced Atherosclerotic Lesions of Smooth Muscle Cell Lineage-Tracing Mice
Published on: February 20, 2019
Identification of the M1-like macrophage-associated diagnostic and therapeutic frameworks targeting carotid
Yuxin Zhang1, Yao Wang2, Yaqing Li3
1Aulin College, Northeast Forestry University, Harbin 150040, Heilongjiang, China.
Background:
M1‑like macrophage dysregulation is a central driver of inflammation and plaque formation in atherosclerosis (AS). However, specific diagnostic and therapeutic targets for carotid atherosclerotic plaque remain incomplete.
Objective:
This study aims to identify M1‑like macrophage‑associated diagnostic biomarkers and potential therapeutic compounds for carotid atherosclerotic plaque using an integrative multi‑omics framework.
Methods:
Carotid atheromatous plaque of AS patients bulk profiles datasets(GSE163154, GSE43292 and GSE111782) were downloaded from GEO database. GSE163154 was designated for internal set for M1-like macrophage-associated DEGs via integration of CIBEROSORT and WGCNA frameworks. Next, GSE163154 was considered as training set for identification of M1-like macrophage-related hub genes and diagnostic model construction for alerting the formation of plaques via integrative bioinformatic and machine learning approaches. Besides, the heterogeneity of M1-like macrophage-related hub genes was estimated at carotid atherosclerotic plaque of AS patients single-cell transcriptomic dataset(GSE155514). Besides, CTD database and molecular docking were both performed for the natural compounds therapeutic framework identification targeting M1-like macrophage-related hub genes in eliminating carotid atherosclerotic plaque.
Results:
CPSF7 and ZNF609 could be considered as diagnostic biomarkers in prediction of carotid atherosclerotic plaque formation of AS patients mainly distributed at M1-like macrophage. Besides, Valproic acid and Quercetin can be considered as potential natural compounds for the treatment of carotid atherosclerotic plaque.
Conclusion:
CPSF7 and ZNF609 are novel M1‑like macrophage‑associated biomarkers for carotid plaque detection, and valproic acid and quercetin are candidate therapeutic compounds in AS. These findings provide a novel perspective into AS patient clinical translation.
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