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

Identification and validation of cholesterol homeostasis and NK cell-associated predictive and therapeutic models for Coronary atherosclerotic heart disease patients with ST-elevated myocardial infarction: Insights from artificial intelligence and multi-omics

Xuemei Chen, Yifan Zhao, Xixi Guo, Qiushan Man, Ming Wang, Zhou Wang, Jun Cheng, Shijian Chen

Journal:COMPUTATIONAL BIOLOGY AND CHEMISTRY

IF:3.4

DOI:10.1016/j.compbiolchem.2026.109103

PMID:42143793

Published:2026-05-14

research field:生物信息学精准医学医疗人工智能免疫学心脏病学系统生物学多组学研究

Abstract

We first identified Cholesterol homeostasis and NK cell-associated mechanisms in CAD patients with AMI. • We first identified Cholesterol homeostasis and NK cell-associated predictive and therapeutic model for prediction of AMI in CAD patients via AI-driven multi-omic pipelines • We first elucidated NAMPT and CLEC4D molecular and immune patterns in CAD patients with AMI at multi-omic levels Objective Dysregulation of Cholesterol homeostasis(CH) and NK cells proportion can increase risk of ST-Elevated Myocardial Infarction(STEMI) for Coronary atherosclerotic heart disease(CAD) patients. Hence, it is necessary for the investigation of CH and MC in pathogenesis of STEMI for CAD patients, providing additional choice for the prevention of STEMI for CAD patients. Methods By combining 5 peripheral blood bulk profiles of CAD patients with STEMI and integrative bioinformatic pipelines, such as ssGSEA, CIBERSORT, WGCNA, machine learning, consensus clustering, we first identified novel CH and NK cell(NCH)-associated molecular subgroup and hub genes for CAD patients with STEMI, and then estimated hub genes predictive performance for STEMI onset among CAD patients. Besides, the biological features of hub gene were estimated both in bulk and single-cell profiles of CAD patients with STEMI, especially in artificial intelligence(AI)-driven virtual cells. Indeed, AI-empowered therapeutic enrichment framework(DrugRefLector) and molecular docking were cross-performed for identification of optimal preventative agents targeting hub genes for CAD patients. Finally, in vitro study confirmed the differentially expressed level of hub genes. Results Integrated NCH can lead to the molecular stratification for CAD patients with AMI, which provides insights into the patient precision medicine. Besides, NAMPT and CLEC4D can be considered as up-regulated NCH-associated hub gene involved in STEMI pathogenesis of CAD patients with satisfied predictive efficacy, which was mainly distributed at N

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