Age-Specific Biomarkers TREM1 and KLF4 in Ischemic Stroke: From Transcriptomic Discovery to Therapeutic Drug Screening

IF 4.2 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Xin Zhou, Junlin Bi, Huayan Chen, Yan Wang, Yuxin Li, Dong Huang, Xiaoli Ma, Weiming Cai, Dongbo Jiang, Tangming Guan
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Abstract

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.

Abstract Image

缺血性卒中的年龄特异性生物标志物TREM1和KLF4:从转录组学发现到治疗药物筛选
缺血性脑卒中(IS)在18-60岁的年轻人和中年人中越来越常见,他们表现出不同于老年患者的临床特征。这项研究旨在确定与年轻人患IS风险相关的关键候选基因。在这项研究中,我们从GEO获取了IS数据集,进行了功能富集分析,并使用WGCNA识别核心基因模块,将它们与差异表达基因(DEGs)相交,作为候选生物标志物。逻辑回归模型评估了这些基因的诊断性能,并通过小鼠短暂性大脑中动脉闭塞(tMCAO)模型进行了验证。免疫浸润分析表征了IS的免疫特征,而分子对接评估了ΔG≤- 7 kcal/mol的药物-靶标相互作用。TREM1和KLF4被确定为青年和中年个体IS的关键生物标志物,tMCAO小鼠模型证实了这一点,显示其表达升高与神经行为结果相关。分子对接显示姜黄素与TREM1的Vina评分为−7.0 kcal/mol,而骨化三醇、尼美舒利和雷公藤内酯与KLF4的Vina评分分别为−8.2、−7.0和−7.2 kcal/mol。本研究强调了IS年龄特异性策略的重要性,并确定TREM1和KLF4作为诊断和治疗的有希望的双重用途生物标志物,增强了年轻患者的预后评估和结果。
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来源期刊
The FASEB Journal
The FASEB Journal 生物-生化与分子生物学
CiteScore
9.20
自引率
2.10%
发文量
6243
审稿时长
3 months
期刊介绍: The FASEB Journal publishes international, transdisciplinary research covering all fields of biology at every level of organization: atomic, molecular, cell, tissue, organ, organismic and population. While the journal strives to include research that cuts across the biological sciences, it also considers submissions that lie within one field, but may have implications for other fields as well. The journal seeks to publish basic and translational research, but also welcomes reports of pre-clinical and early clinical research. In addition to research, review, and hypothesis submissions, The FASEB Journal also seeks perspectives, commentaries, book reviews, and similar content related to the life sciences in its Up Front section.
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