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使用多模态代谢组学在中东人群自闭症障碍中鉴定代谢途径紊乱。

Identification of metabolic pathway disturbances using multimodal metabolomics in autistic disorders in a Middle Eastern population.

机构信息

Université François-Rabelais, INSERM U930, Equipe neurogénétique et neurométabolomique, France; Faculty of Science-Holy Spirit University of Kaslik (USEK), Lebanon.

Université François-Rabelais, INSERM U930, Equipe neurogénétique et neurométabolomique, France.

出版信息

J Pharm Biomed Anal. 2018 Apr 15;152:57-65. doi: 10.1016/j.jpba.2018.01.007. Epub 2018 Feb 3.

Abstract

We analyzed for the first time the metabolic profile of Lebanese children affected by autistic disorders to compare this profile to other metabolomics studies and to identify the associated metabolic disturbances. Urine samples of 40 patients with Autism spectrum disorder (ASD) and 40 healthy matched controls were analyzed using nuclear magnetic resonance (NMR) and liquid chromatography coupled to high-resolution mass spectrometry (LC-MS). Multivariate analysis on analytical data fusion was conducted on the training set of 50 urine samples, and then validated with a test set of 30 samples, this repeated 10 times. The model was also evaluated using a receiver operating characteristic curve showing a specificity and a sensitivity of 86% and 80%, respectively. Among the most significant metabolites that contributed to the discrimination between ASD and controls, we confirmed the perturbations of tyrosine, 2-hydroxybutyrate, creatine and glutamate. We found new metabolites such as trigonelline, cysteic acid and guanine. We found metabolic perturbations including amino acids, carbohydrates and oxidative stress pathways which added value for the contribution of known metabolic disturbances in ASD observed in populations of other ethnic and geographic origins.

摘要

我们首次分析了患有自闭症障碍的黎巴嫩儿童的代谢特征,以将其与其他代谢组学研究进行比较,并确定相关的代谢紊乱。使用核磁共振(NMR)和液相色谱-高分辨率质谱联用(LC-MS)分析了 40 名自闭症谱系障碍(ASD)患者和 40 名健康匹配对照者的尿液样本。对 50 个尿液样本的训练集进行了基于分析数据融合的多元分析,然后用 30 个样本的测试集进行了验证,重复了 10 次。该模型还使用接收者操作特性曲线进行了评估,特异性和灵敏度分别为 86%和 80%。在有助于区分 ASD 和对照组的最重要代谢物中,我们证实了酪氨酸、2-羟基丁酸、肌酸和谷氨酸的紊乱。我们发现了新的代谢物,如三甲基吡啶、半胱氨酸酸和鸟嘌呤。我们发现了代谢紊乱,包括氨基酸、碳水化合物和氧化应激途径,这些为在其他种族和地理起源的人群中观察到的 ASD 中已知代谢紊乱的贡献增加了价值。

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