Guo Xingzhi, Tang Peng, Hou Chen, Chong Li, Zhang Xin, Liu Peng, Chen Li, Liu Yue, Zhang Lina, Li Rui
Department of Geriatric Neurology, Shaanxi Provincial People's Hospital, Xi'an, China.
Shaanxi Provincial Clinical Research Center for Geriatric Medicine, Xi'an, China.
Front Microbiol. 2022 May 26;13:875101. doi: 10.3389/fmicb.2022.875101. eCollection 2022.
A link between the gut microbiome and Parkinson's disease (PD) has been intensively studied, and more than 100 differential genera were identified across the studies. However, the predominant genera contributing to PD remain poorly understood. Inspired by recent advances showing microbiota distribution in the blood and brain, we, here, comprehensively investigated currently available fecal microbiome data (1,914 samples) to identify significantly altered genera, which were further validated by comparison to the results from microbiome analysis of blood (85 samples) and brain (268 samples). Our data showed that the composition of fecal microbiota was different from that of blood and brain. We found that was the unique genus consistently depleted across feces, blood, and brain samples of PD patients ( < 0.05), despite using rigorous criteria to remove contaminants. Moreover, enrichment analyses revealed that host genes correlated with genus abundance were mainly involved in mitochondrial function and energy metabolism, and mapped to neurodegenerative diseases (NDDs) and metabolic diseases. A random forest classifier constructed with fecal microbiota data demonstrated that genus was an important feature contributing to discriminating PD patients from controls [receiver operating characteristic (ROC)-area under curve (AUC) = 0.704, precision-recall curve (PRC)-AUC = 0.787]. Through the integration of microbiome and transcriptome, our study depicted microbial profiles in the feces, blood, and brain of PD patients, and identified genus as a potential genus linked to PD. Further studies are greatly encouraged to determine the role of genus in the pathogenesis of PD.
肠道微生物群与帕金森病(PD)之间的联系已得到深入研究,各项研究共鉴定出100多个差异属。然而,对导致PD的主要属仍知之甚少。受近期关于微生物群在血液和大脑中分布的研究进展启发,我们在此全面研究了现有的粪便微生物组数据(1914个样本),以确定显著改变的属,并通过与血液(85个样本)和大脑(268个样本)的微生物组分析结果进行比较进一步验证。我们的数据表明,粪便微生物群的组成与血液和大脑不同。我们发现,尽管使用了严格的标准去除污染物,但 是PD患者粪便、血液和大脑样本中一致减少的独特属(<0.05)。此外,富集分析表明,与 属丰度相关的宿主基因主要参与线粒体功能和能量代谢,并映射到神经退行性疾病(NDDs)和代谢疾病。用粪便微生物群数据构建的随机森林分类器表明, 属是区分PD患者和对照组的一个重要特征[受试者操作特征(ROC)曲线下面积(AUC)=0.704,精确召回曲线(PRC)-AUC=0.787]。通过整合微生物组和转录组,我们的研究描绘了PD患者粪便、血液和大脑中的微生物图谱,并确定 属为与PD相关的潜在属。强烈鼓励进一步研究以确定 属在PD发病机制中的作用。