Li Xu-Ying, Xue Teng, Lai Hong, Dai Jing, Peng Fangda, Xu Fanxi, Zhu Junge, Li Xian, Hu Junya, Li Wei, He Raoli, Chen Lina, Chen Ying, Ding Chunguang, Zhao Guoguang, Chen Xianyang, Ye Qinyong, Xu Zhiheng, Wang Chaodong
Department of Neurology and Neurobiology, Xuanwu Hospital of Capital Medical University, National Clinical Research Center for Geriatric Diseases, Beijing, 100053, China.
Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, 100101, China.
Heliyon. 2024 Feb 22;10(5):e26588. doi: 10.1016/j.heliyon.2024.e26588. eCollection 2024 Mar 15.
Multiple system atrophy (MSA) is a rapidly progressing neurodegenerative disorder. Although diverse biomarkers have been established for Parkinson's disease (PD), no widely accepted markers have been identified in MSA. Pyruvate and lactate are the end-product of glycolysis and crucial for brain metabolism. However, their correlation with MSA remains unclear. Moreover, it is elusive how lifestyles modify these metabolites.
To investigate the correlation and diagnostic value of plasma pyruvate and lactate levels in MSA and PD. Moreover, we explored how lifestyle-related metabolites interact with these metabolites in determining the disease risk. We assayed the 3 metabolites in pyruvate/lactate and 6 in the tea/coffee metabolic pathways by targeted mass spectrometry and evaluate their interactions and performance in diagnosis and differentiation between MSA and PD.
We found that 7 metabolites were significantly different between MSA, PD and healthy controls (HCs). Particularly, pyruvate was increased in PD while significantly decreased in MSA patients. Moreover, the tea/coffee metabolites were negatively associated with the pyruvate level in HCs, but not in MSA and PD patients. Using machine-learning models, we showed that the combination of pyruvate and tea/coffee metabolites diagnosed MSA (AUC = 0.878) and PD (AUC = 0.833) with good performance. Additionally, pyruvate had good performance in distinguishing MSA from PD (AUC = 0.860), and the differentiation increased (AUC = 0.922) when combined with theanine and 1,3-dimethyluric acid.
This study demonstrates that pyruvate correlates reversely with MSA and PD, and may play distinct roles in their pathogenesis, which can be modified by lifestyle-related tea/coffee metabolites.
多系统萎缩(MSA)是一种快速进展的神经退行性疾病。尽管已经为帕金森病(PD)建立了多种生物标志物,但在MSA中尚未发现被广泛接受的标志物。丙酮酸和乳酸是糖酵解的终产物,对脑代谢至关重要。然而,它们与MSA的相关性仍不清楚。此外,生活方式如何改变这些代谢物也尚不明确。
为了研究血浆丙酮酸和乳酸水平在MSA和PD中的相关性及诊断价值。此外,我们探讨了与生活方式相关的代谢物在确定疾病风险时如何与这些代谢物相互作用。我们通过靶向质谱法测定了丙酮酸/乳酸代谢途径中的3种代谢物以及茶/咖啡代谢途径中的6种代谢物,并评估了它们在MSA和PD诊断及鉴别中的相互作用和性能。
我们发现7种代谢物在MSA、PD和健康对照(HCs)之间存在显著差异。特别是,丙酮酸在PD中升高,而在MSA患者中显著降低。此外,茶/咖啡代谢物与HCs中的丙酮酸水平呈负相关,但在MSA和PD患者中并非如此。使用机器学习模型,我们表明丙酮酸和茶/咖啡代谢物的组合对MSA(AUC = 0.878)和PD(AUC = 0.833)的诊断性能良好。此外,丙酮酸在区分MSA与PD方面表现良好(AUC = 0.860),当与茶氨酸和1,3 - 二甲基尿酸联合使用时,鉴别能力增强(AUC = 0.922)。
本研究表明丙酮酸与MSA和PD呈反向相关,可能在其发病机制中发挥不同作用,且可被与生活方式相关的茶/咖啡代谢物所改变。