Fatty acid metabolism in ischemic stroke: multi-omics biomarker discovery and therapeutic potential of GPR84.

IF 2 4区 医学 Q3 GENETICS & HEREDITY
Jun Wu, Da Wu, Ming Qi, Kuan Jiang
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引用次数: 0

Abstract

Objective: Ischemic stroke (IS), a leading cause of global disability and premature mortality, results from cerebral artery occlusion and subsequent ischemic necrosis. Fatty acid metabolism (FAM) plays a crucial role in energy supply and oxidative damage associated with IS, yet reliable biomarkers and targeted therapies remain elusive, necessitating systematic investigation.

Methods: We integrated peripheral blood transcriptomes (GSE22255 and GSE58294) to identify FAM-related differentially expressed genes (FRDEGs). Consensus clustering of FRDEG expression classified IS subtypes. Weighted gene co-expression network analysis constructed subtype-specific modules. Biomarkers were screened using generalized linear models, least absolute shrinkage and selection operator, support vector machine, and random forest, validated by an independent cohort (GSE16561) and real-time quantitative PCR (RT-qPCR). A diagnostic nomogram was established, and immune infiltration was assessed. Single-cell RNA sequencing (GSE174574) mapped cellular expression, while Connectivity Map analysis and molecular docking predicted potential drugs.

Results: We identified 14 FRDEGs enriched in the tumor necrosis factor, interleukin-17, and nuclear factor-κB pathways. IS patients were classified into two subtypes. VIM, G0S2, and GPR84 emerged as diagnostic biomarkers, with the nomogram demonstrating high efficacy. RT-qPCR validation confirmed their significant upregulation in the peripheral blood of IS patients. Further analysis showed associations with immune infiltration and distinct single-cell expression patterns. Canertinib and flecainide were identified as high-affinity ligands for GPR84.

Conclusion: This study highlights the role of FAM in IS, identifies VIM, G0S2, and GPR84 as novel diagnostic biomarkers, and positions GPR84 as a therapeutic target, thereby advancing precision diagnosis and treatment.

缺血性卒中中的脂肪酸代谢:多组学生物标志物的发现和GPR84的治疗潜力。
目的:缺血性脑卒中(IS)是全球致残和过早死亡的主要原因,由脑动脉闭塞和随后的缺血性坏死引起。脂肪酸代谢(FAM)在IS相关的能量供应和氧化损伤中起着至关重要的作用,但可靠的生物标志物和靶向治疗仍然难以捉摸,需要系统的研究。方法:我们整合了外周血转录组(GSE22255和GSE58294)来鉴定fam相关的差异表达基因(FRDEGs)。FRDEG表达对IS亚型的一致聚类。加权基因共表达网络分析构建了亚型特异性模块。使用广义线性模型、最小绝对收缩和选择算子、支持向量机和随机森林筛选生物标志物,并通过独立队列(GSE16561)和实时定量PCR (RT-qPCR)进行验证。建立诊断图,评估免疫浸润。单细胞RNA测序(GSE174574)绘制细胞表达图谱,Connectivity Map分析和分子对接预测潜在药物。结果:我们在肿瘤坏死因子、白细胞介素-17和核因子-κB通路中发现了14个富集的frdeg。IS患者被分为两个亚型。VIM、G0S2和GPR84作为诊断性生物标志物,其形态图显示出较高的疗效。RT-qPCR验证证实了它们在IS患者外周血中的显著上调。进一步分析显示与免疫浸润和独特的单细胞表达模式有关。卡奈替尼和氟卡奈德被鉴定为GPR84的高亲和力配体。结论:本研究突出了FAM在IS中的作用,确定了VIM、G0S2和GPR84作为新的诊断生物标志物,并将GPR84定位为治疗靶点,从而推进了IS的精准诊断和治疗。
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来源期刊
BMC Medical Genomics
BMC Medical Genomics 医学-遗传学
CiteScore
3.90
自引率
0.00%
发文量
243
审稿时长
3.5 months
期刊介绍: BMC Medical Genomics is an open access journal publishing original peer-reviewed research articles in all aspects of functional genomics, genome structure, genome-scale population genetics, epigenomics, proteomics, systems analysis, and pharmacogenomics in relation to human health and disease.
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