Microbial biomarker discovery in Parkinson's disease through a network-based approach

被引:4
作者
Zhao, Zhe [1 ,2 ]
Chen, Jing [3 ]
Zhao, Danhua [3 ]
Chen, Baoyu [3 ]
Wang, Qi [3 ]
Li, Yuan [3 ]
Chen, Junyi [3 ]
Bai, Chaobo [3 ]
Guo, Xintong [3 ]
Hu, Nan [3 ,4 ]
Zhang, Bingwei [3 ,4 ]
Zhao, Rongsheng [1 ,2 ]
Yuan, Junliang [3 ]
机构
[1] Peking Univ Third Hosp, Dept Pharm, Beijing 100191, Peoples R China
[2] Peking Univ, Inst Drug Evaluat, Hlth Sci Ctr, Beijing 100191, Peoples R China
[3] Peking Univ, Dept Neurol, Peking Univ Inst Mental Hlth, Peking Univ Hosp 6,NHC Key Lab Mental Hlth,Natl Cl, Beijing 100191, Peoples R China
[4] Dalian Med Univ, Affiliated Hosp 1, 222 Zhongshan Rd, Dalian 116011, Liaoning, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1038/s41531-024-00802-2
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Associations between the gut microbiota and Parkinson's disease (PD) have been widely investigated. However, the replicable biomarkers for PD diagnosis across multiple populations remain elusive. Herein, we performed a meta-analysis to investigate the pivotal role of the gut microbiome in PD and its potential diagnostic implications. Six 16S rRNA gene amplicon sequence datasets from five independent studies were integrated, encompassing 550 PD and 456 healthy control samples. The analysis revealed significant alterations in microbial composition and alpha and beta diversity, emphasizing altered gut microbiota in PD. Specific microbial taxa, including Faecalibacterium, Roseburia, and Coprococcus_2, known as butyrate producers, were notably diminished in PD, potentially contributing to intestinal inflammation. Conversely, genera such as Akkermansia and Bilophila exhibited increased relative abundances. A network-based algorithm called NetMoss was utilized to identify potential biomarkers of PD. Afterwards, a classification model incorporating 11 optimized genera demonstrated high performance. Further functional analyses indicated enrichment in pathways related to neurodegeneration and metabolic pathways. These findings illuminate the intricate relationship between the gut microbiota and PD, offering insights into potential therapeutic interventions and personalized diagnostic strategies.
引用
收藏
页数:11
相关论文
共 53 条
[1]   Gut microbiota in Parkinson's disease: Temporal stability and relations to disease progression [J].
Aho, Velma T. E. ;
Pereira, Pedro A. B. ;
Voutilainen, Sari ;
Paulin, Lars ;
Pekkonen, Eero ;
Auvinen, Petri ;
Scheperjans, Filip .
EBIOMEDICINE, 2019, 44 :691-707
[2]   The microbiome-gut-brain axis in Parkinson disease - from basic research to the clinic [J].
Ai Huey Tan ;
Lim, Shen Yang ;
Lang, Anthony E. .
NATURE REVIEWS NEUROLOGY, 2022, 18 (08) :476-495
[3]   Fecal microbiome alterations in treatment-naive de novo Parkinson's disease [J].
Boertien, Jeffrey M. ;
Murtomaki, Kirsi ;
Pereira, Pedro A. B. ;
van der Zee, Sygrid ;
Mertsalmi, Tuomas H. ;
Levo, Reeta ;
Nojonen, Tanja ;
Makinen, Elina ;
Jaakkola, Elina ;
Laine, Pia ;
Paulin, Lars ;
Pekkonen, Eero ;
Kaasinen, Valtteri ;
Auvinen, Petri ;
Scheperjans, Filip ;
van Laar, Teus .
NPJ PARKINSONS DISEASE, 2022, 8 (01)
[4]   Fast and sensitive protein alignment using DIAMOND [J].
Buchfink, Benjamin ;
Xie, Chao ;
Huson, Daniel H. .
NATURE METHODS, 2015, 12 (01) :59-60
[5]   Akkermansia muciniphila: paradigm for next-generation beneficial microorganisms [J].
Cani, Patrice D. ;
Depommier, Clara ;
Derrien, Muriel ;
Everard, Amandine ;
de Vos, Willem M. .
NATURE REVIEWS GASTROENTEROLOGY & HEPATOLOGY, 2022, 19 (10) :625-637
[6]   fastp: an ultra-fast all-in-one FASTQ preprocessor [J].
Chen, Shifu ;
Zhou, Yanqing ;
Chen, Yaru ;
Gu, Jia .
BIOINFORMATICS, 2018, 34 (17) :884-890
[7]   Association of Fecal and Plasma Levels of Short-Chain Fatty Acids With Gut Microbiota and Clinical Severity in Patients With Parkinson Disease [J].
Chen, Szu-Ju ;
Chen, Chieh-Chang ;
Liao, Hsin-Yu ;
Lin, Ya-Ting ;
Wu, Yu-Wei ;
Liou, Jyh-Ming ;
Wu, Ming-Shiang ;
Kuo, Ching-Hua ;
Lin, Chin-Hsien .
NEUROLOGY, 2022, 98 (08) :E848-E858
[8]   SOAPnuke: a MapReduce acceleration-supported software for integrated quality control and preprocessing of high-throughput sequencing data [J].
Chen, Yuxin ;
Chen, Yongsheng ;
Shi, Chunmei ;
Huang, Zhibo ;
Zhang, Yong ;
Li, Shengkang ;
Li, Yan ;
Ye, Jia ;
Yu, Chang ;
Li, Zhuo ;
Zhang, Xiuqing ;
Wang, Jian ;
Yang, Huanming ;
Fang, Lin ;
Chen, Qiang .
GIGASCIENCE, 2017, 7 (01) :1-6
[9]   Lipidomics of Bioactive Lipids in Alzheimer's and Parkinson's Diseases: Where Are We? [J].
Chiurchiu, Valerio ;
Tiberi, Marta ;
Matteocci, Alessandro ;
Fazio, Federico ;
Siffeti, Hasibullah ;
Saracini, Stefano ;
Mercuri, Nicola Biagio ;
Sancesario, Giuseppe .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (11)
[10]   Microbiota Composition and Metabolism Are Associated With Gut Function in Parkinson's Disease [J].
Cirstea, Mihai S. ;
Yu, Adam C. ;
Golz, Ella ;
Sundvick, Kristen ;
Kliger, Daniel ;
Radisavljevic, Nina ;
Foulger, Liam H. ;
Mackenzie, Melissa ;
Huan, Tau ;
Finlay, B. Brett ;
Appel-Cresswell, Silke .
MOVEMENT DISORDERS, 2020, 35 (07) :1208-1217