医学
转录组
逻辑回归
内科学
冲程(发动机)
计算生物学
基因
生物标志物
肿瘤科
生物信息学
候选基因
生物标志物发现
免疫系统
KLF4公司
疾病
缺血性中风
药品
基因表达谱
药物发现
候选药物
药物开发
作者
Xin Zhou,Jiaqi Bi,Huayan Chen,Yan Wang,Yuxin Li,Dong Huang,Xiaoli Ma,Weiming Cai,Dongbo Jiang,Tangming Guan
标识
DOI:10.1096/fj.202501934rr
摘要
Ischemic stroke (IS) is increasingly common among younger and middle-aged individuals aged 18-60 years, who exhibit different clinical profiles from older patients. This study aimed to identify key candidate genes associated with the risk of IS in younger individuals. In this study, we sourced IS datasets from GEO, conducted functional enrichment analysis, and used WGCNA to identify core gene modules, intersecting them with differentially expressed genes (DEGs) for candidate biomarkers. A logistic regression model evaluated these genes' diagnostic performance, validated through transient middle cerebral artery occlusion (tMCAO) murine models. Immune infiltration analyses characterized the immune profile of IS, while molecular docking assessed drug-target interactions with ΔG ≤ -7 kcal/mol. TREM1 and KLF4 are identified as key biomarkers for IS in younger and middle-aged individuals, confirmed by a tMCAO mouse model showing elevated expression linked to neurobehavioral outcomes. Molecular docking revealed curcumin's Vina score of -7.0 kcal/mol with TREM1, while calcitriol, nimesulide, and triptonide showed strong interactions with KLF4, scoring -8.2, -7.0, and -7.2 kcal/mol, respectively. This study highlights the importance of age-specific strategies for IS and identifies TREM1 and KLF4 as promising dual-purpose biomarkers for diagnosis and therapy, enhancing prognostic assessments and outcomes for younger patients.
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