Circulating Metabolites Differentiate Acute Ischemic Stroke from Stroke Mimics

四分位间距 代谢物 医学 冲程(发动机) 代谢组学 代谢组 磁共振成像 曲线下面积 内科学 病理生理学 白质 心脏病学 磁共振弥散成像 放射科 生物信息学 生物 工程类 机械工程
作者
Steffen Tiedt,Stefan Brandmaier,Hanna Kollmeier,Marco Duering,Anna Artati,Jerzy Adamski,Matthias Klein,Thomas Liebig,Lesca M. Holdt,Daniel Teupser,Rui Wang-Sattler,Edzard Schwedhelm,Christian Gieger,Martin Dichgans
出处
期刊:Annals of Neurology [Wiley]
卷期号:88 (4): 736-746 被引量:21
标识
DOI:10.1002/ana.25859
摘要

Objective Early discrimination of patients with ischemic stroke (IS) from stroke mimics (SMs) poses a diagnostic challenge. The circulating metabolome might reflect pathophysiological events related to acute IS. Here, we investigated the utility of early metabolic changes for differentiating IS from SM. Methods We performed untargeted metabolomics on serum samples obtained from patients with IS (N = 508) and SM (N = 349; defined by absence of a diffusion weighted imaging [DWI] positive lesion on magnetic resonance imaging [MRI]) who presented to the hospital within 24 hours after symptom onset (median time from symptom onset to blood sampling = 3.3 hours; interquartile range [IQR] = 1.6–6.7 hours) and from neurologically normal controls (NCs; N = 112). We compared diagnostic groups in a discovery-validation approach by applying multivariable linear regression models, machine learning techniques, and propensity score matching. We further performed a targeted look-up of published metabolite sets. Results Levels of 41 metabolites were significantly associated with IS compared to NCs. The top metabolites showing the highest value in separating IS from SMs were asymmetrical and symmetrical dimethylarginine, pregnenolone sulfate, and adenosine. Together, these 4 metabolites differentiated patients with IS from SMs with an area under the curve (AUC) of 0.90 in the replication sample, which was superior to multimodal cranial computed tomography (CT; AUC = 0.80) obtained for routine diagnostics. They were further superior to previously published metabolite sets detected in our samples. All 4 metabolites returned to control levels by day 90. Interpretation A set of 4 metabolites with known biological effects relevant to stroke pathophysiology shows unprecedented utility to identify patients with IS upon hospital arrival, thus encouraging further investigation, including multicenter studies. ANN NEUROL 2020;88:736–746
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