一种新型多标记物发现方法确定了老年人帕金森病的新生物标记物:帕金森病中的外泌体(EXPAND)辅助研究

R. Calvani
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引用次数: 1

摘要

多巴胺能黑质变性和细胞内α-突触核蛋白广泛堆积是帕金森病(PD)的神经病理学特征。包括代谢和炎症变化在内的一系列外周过程被认为是导致神经变性的原因。在本研究中,我们试图通过应用多标记物发现方法来深入了解帕金森病的多方面病理生理学。作为 "帕金森病中的外泌体"(EXPAND)研究的一部分,我们招募了 50 位 70 岁以上的老年人,其中 20 位是帕金森病患者,30 位是年龄匹配的对照组。研究人员检测了68种循环介质,包括炎症、神经发生和神经可塑性以及氨基酸代谢。生物标记物的选择是通过顺序和正交化协方差选择(SO-CovSel)完成的,这是一种多平台回归方法,用于处理多块数据集中高度相关的变量。使用最少的变量建立的 SO-CovSel 模型具有最佳的预测能力。该模型可对 94.2 ± 3.1% 的帕金森病患者和 100% 的对照组进行正确分类。白细胞介素(IL)8、巨噬细胞炎症蛋白(MIP)-1β、磷脂酰乙醇胺和脯氨酸的循环水平较高,瓜氨酸、IL9和MIP-1α的浓度较低,从而确定了患有帕金森病的老年人的生物标志物特征。我们的创新方法有助于确定和评估一组老年人帕金森病潜在生物标志物的分类性能。未来的研究需要确定这些生物大分子是否可以作为有价值的帕金森病生物标志物,并揭示新的干预目标。
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A Novel Multi‐marker Discovery Approach Identifies New Biomarkers for Parkinson’s Disease in Older People: an EXosomes in PArkiNson Disease (EXPAND) Ancillary Study
Dopaminergic nigrostriatal denervation and widespread intracellular α‐synuclein accumulation are neuropathologic hallmarks of Parkinson’s disease (PD). A constellation of peripheral processes, including metabolic and inflammatory changes, are thought to contribute to neurodegeneration. In the present study, we sought to obtain insight into the multifaceted pathophysiology of PD through the application of a multi‐marker discovery approach. Fifty older adults aged 70+, 20 with PD and 30 age‐matched controls were enrolled as part of the EXosomes in PArkiNson Disease (EXPAND) study. A panel of 68 circulating mediators of inflammation, neurogenesis and neural plasticity, and amino acid metabolism was assayed. Biomarker selection was accomplished through sequential and orthogonalized covariance selection (SO‐CovSel), a multi‐platform regression method developed to handle highly correlated variables organized in multi‐block datasets. The SO‐CovSel model with the best prediction ability using the smallest number of variables was built with seven biomolecules. The model allowed correct classification of 94.2 ± 3.1% participants with PD and 100% controls. The biomarker profile of older adults with PD was defined by higher circulating levels of interleukin (IL) 8, macrophage inflammatory protein (MIP)‐1β, phosphoethanolamine, and proline, and by lower concentrations of citrulline, IL9, and MIP‐1α. Our innovative approach allowed identifying and evaluating the classification performance of a set of potential biomarkers for PD in older adults. Future studies are warranted to establish whether these biomolecules could serve as valuable biomarkers for PD as well as unveil new targets for interventions.
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