分子生物学
IVD分子诊断
细胞培养与分析
蛋白研究
细胞因子
重组蛋白
抗体
高通量测序建库
病原检测UCF系列
生物医药
工具酶
抑制剂激活剂与常用试剂
仪器
耗材

Comprehensive Analysis of Bulk RNA-seq, Machine Learning, Mendelian Randomization, and Single-Cell Sequencing Unravels SLC22A3 as a Solute Carrier Superfamily-Associated Biomarker in Atherosclerosis

Yu Yongchao, Wang Lan, Wang Tianhui, Zhang Ya, Su Xiaomeng, Dai Xingyang, Mo Xiangang

Journal:Journal of Cardiovascular Translational Research

IF:2.6

DOI:10.1007/s12265-026-10757-9

PMID:

Published:2026-03-10

research field:分子生物学心血管医学生物信息学药物基因组学计算生物学遗传学系统生物学

Abstract

Growing evidence implicates solute carrier (SLC) superfamily in atherosclerosis (AS) pathogenesis. This study identified SLC22A3 as a novel AS biomarker and therapeutic target using multi-omics analysis. Integrating WGCNA and machine learning (LASSO, SVM-RFE, XGBoost, Random Forest) on bulk RNA-seq (GSE43292) pinpointed SLC22A3. External datasets (GSE28829, GSE163154) confirmed significant SLC22A3 downregulation in AS ( P  < 0.001) and high diagnostic accuracy (AUC > 0.9). SMR analysis revealed a causal genetic link between SLC22A3 expression and reduced AS risk ( P  < 0.05, OR = 0.512 (95% CI: 0.280–0.939))). scRNA-seq showed SLC22A3 specifically expressed in smooth muscle cells (SMCs), significantly reduced in symptomatic patients. Molecular docking and molecular dynamics simulation nominated six FDA-approved drugs as potential SLC22A3-targeting therapeutics. Experimental validation further confirmed the significant downregulation of SLC22A3 at both mRNA and protein levels. SLC22A3 is a promising diagnostic biomarker and therapeutic target for AS, functionally linked to SMCs. Graphical

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