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代谢组学鉴定精神分裂症外泌体衍生生物标志物:一项大型多中心研究。

Metabolomic Identification of Exosome-Derived Biomarkers for Schizophrenia: A Large Multicenter Study.

机构信息

Key Laboratory of Ethnomedicine of Ministry of Education, Center on Translational Neuroscience, School of Pharmacy, Minzu University of China, Beijing, China.

College of Life and Environmental Sciences, Minzu University of China, Beijing, China.

出版信息

Schizophr Bull. 2021 Apr 29;47(3):615-623. doi: 10.1093/schbul/sbaa166.

Abstract

Exosomes have been suggested as promising targets for the diagnosis and treatment of neurological diseases, including schizophrenia (SCZ), but the potential role of exosome-derived metabolites in these diseases was rarely studied. Using ultra-performance liquid chromatography-tandem mass spectrometry, we performed the first metabolomic study of serum-derived exosomes from patients with SCZ. Our sample comprised 385 patients and 332 healthy controls recruited from 3 clinical centers and 4 independent cohorts. We identified 25 perturbed metabolites in patients that can be used to classify samples from patients and control participants with 95.7% accuracy (95% CI: 92.6%-98.9%) in the training samples (78 patients and 66 controls). These metabolites also showed good to excellent performance in differentiating between patients and controls in the 3 test sets of participants, with accuracies 91.0% (95% CI: 85.7%-96.3%; 107 patients and 62 controls), 82.7% (95% CI: 77.6%-87.9%; 104 patients and 142 controls), and 99.0% (95% CI: 97.7%-100%; 96 patients and 62 controls), respectively. Bioinformatic analysis suggested that these metabolites were enriched in pathways implicated in SCZ, such as glycerophospholipid metabolism. Taken together, our findings support a role for exosomal metabolite dysregulation in the pathophysiology of SCZ and indicate a strong potential for exosome-derived metabolites to inform the diagnosis of SCZ.

摘要

外泌体被认为是神经疾病(包括精神分裂症)诊断和治疗的有希望的靶点,但外泌体衍生代谢物在这些疾病中的潜在作用很少被研究。我们使用超高效液相色谱-串联质谱法对精神分裂症患者血清衍生外泌体进行了首次代谢组学研究。我们的样本包括 385 名患者和 332 名来自 3 个临床中心和 4 个独立队列的健康对照者。我们在患者中鉴定出 25 种失调代谢物,这些代谢物可以用于以 95.7%的准确率(95%置信区间:92.6%-98.9%)对患者和对照样本进行分类,在训练样本(78 名患者和 66 名对照者)中。这些代谢物在来自患者和对照者的 3 个测试样本组中也表现出良好至极好的区分性能,准确率分别为 91.0%(95%置信区间:85.7%-96.3%;107 名患者和 62 名对照者)、82.7%(95%置信区间:77.6%-87.9%;104 名患者和 142 名对照者)和 99.0%(95%置信区间:97.7%-100%;96 名患者和 62 名对照者)。生物信息学分析表明,这些代谢物富集在与精神分裂症相关的途径中,如甘油磷脂代谢。总之,我们的研究结果支持外泌体代谢物失调在精神分裂症病理生理学中的作用,并表明外泌体衍生代谢物在精神分裂症诊断中有很大的潜力。

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