Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Luxembourg, Luxembourg.
Integrated Biobank of Luxembourg, Luxembourg, Luxembourg.
Mov Disord. 2017 Oct;32(10):1401-1408. doi: 10.1002/mds.27132. Epub 2017 Aug 26.
The purpose of this study was to profile cerebrospinal fluid (CSF) from early-stage PD patients for disease-related metabolic changes and to determine a robust biomarker signature for early-stage PD diagnosis.
By applying a non-targeted and mass spectrometry-driven approach, we investigated the CSF metabolome of 44 early-stage sporadic PD patients yet without treatment (DeNoPa cohort). We compared all detected metabolite levels with those measured in CSF of 43 age- and gender-matched healthy controls. After this analysis, we validated the results in an independent PD study cohort (Tübingen cohort).
We identified that dehydroascorbic acid levels were significantly lower and fructose, mannose, and threonic acid levels were significantly higher (P < .05) in PD patients when compared with healthy controls. These changes reflect pathological oxidative stress responses, as well as protein glycation/glycosylation reactions in PD. Using a machine learning approach based on logistic regression, we successfully predicted the origin (PD patients vs healthy controls) in a second (n = 18) as well as in a third and completely independent validation set (n = 36). The biomarker signature is composed of the three markers-mannose, threonic acid, and fructose-and allows for sample classification with a sensitivity of 0.790 and a specificity of 0.800.
We identified PD-specific metabolic changes in CSF that were associated with antioxidative stress response, glycation, and inflammation. Our results disentangle the complexity of the CSF metabolome to unravel metabolome changes related to early-stage PD. The detected biomarkers help understanding PD pathogenesis and can be applied as biomarkers to increase clinical diagnosis accuracy and patient care in early-stage PD. © 2017 International Parkinson and Movement Disorder Society.
本研究旨在分析早期帕金森病(PD)患者脑脊液(CSF)中的疾病相关代谢变化,并确定用于早期 PD 诊断的稳健生物标志物特征。
我们采用非靶向和质谱驱动的方法研究了 44 例未经治疗的早期散发性 PD 患者(DeNoPa 队列)的 CSF 代谢组。我们将所有检测到的代谢物水平与 43 名年龄和性别匹配的健康对照者的 CSF 中测量的水平进行了比较。在进行此分析后,我们在另一个独立的 PD 研究队列(图宾根队列)中对结果进行了验证。
与健康对照组相比,PD 患者的脱氢抗坏血酸水平显著降低,果糖、甘露糖和苏糖酸水平显著升高(P <.05)。这些变化反映了 PD 中的病理性氧化应激反应以及蛋白质糖化/糖基化反应。使用基于逻辑回归的机器学习方法,我们成功地预测了第二个队列(n = 18)以及第三个和完全独立的验证队列(n = 36)中样本的来源(PD 患者与健康对照者)。该生物标志物特征由 3 个标志物组成,即甘露糖、苏糖酸和果糖,其允许对样本进行分类,灵敏度为 0.790,特异性为 0.800。
我们在 CSF 中发现了与抗氧化应激反应、糖化和炎症相关的 PD 特异性代谢变化。我们的研究结果阐明了 CSF 代谢组的复杂性,以揭示与早期 PD 相关的代谢组变化。所检测的生物标志物有助于了解 PD 的发病机制,并可作为生物标志物用于提高早期 PD 的临床诊断准确性和患者护理。