Identification of Blood Biomarkers in Ischemic Stroke by Integrated Analysis of Metabolomics and Proteomics

代谢组学 蛋白质组学 代谢物 计算生物学 生物标志物发现 生物信息学 生物标志物 偏最小二乘回归 组学 生物 生物化学 计算机科学 基因 机器学习
作者
Tian Zhao,Jingjing Zeng,Ruijie Zhang,Han Wang,Liyuan Pu,Huiqun Yang,Jie Liang,Xiaoyu Dai,Weinv Fan,Liyuan Han
出处
期刊:Journal of Proteome Research [American Chemical Society]
卷期号:23 (9): 4082-4094
标识
DOI:10.1021/acs.jproteome.4c00394
摘要

We aimed to uncover the pathological mechanism of ischemic stroke (IS) using a combined analysis of untargeted metabolomics and proteomics. The serum samples from a discovery set of 44 IS patients and 44 matched controls were analyzed using a specific detection method. The same method was then used to validate metabolites and proteins in the two validation sets: one with 30 IS patients and 30 matched controls, and the other with 50 IS patients and 50 matched controls. A total of 105 and 221 differentially expressed metabolites or proteins were identified, and the association between the two omics was determined in the discovery set. Enrichment analysis of the top 25 metabolites and 25 proteins in the two-way orthogonal partial least-squares with discriminant analysis, which was employed to identify highly correlated biomarkers, highlighted 15 pathways relevant to the pathological process. One metabolite and seven proteins exhibited differences between groups in the validation set. The binary logistic regression model, which included metabolite 2-hydroxyhippuric acid and proteins APOM_O95445, MASP2_O00187, and PRTN3_D6CHE9, achieved an area under the curve of 0.985 (95% CI: 0.966–1) in the discovery set. This study elucidated alterations and potential coregulatory influences of metabolites and proteins in the blood of IS patients.
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