Shotgun metagenomics reveals both taxonomic and tryptophan pathway differences of gut microbiota in major depressive disorder patients

基因组 肠道菌群 生物 猎枪 微生物群 色氨酸 霰弹枪测序 计算生物学 心理学 遗传学 生物信息学 基因 生物化学 DNA测序 氨基酸
作者
Wentao Lai,Wenfeng Deng,Shu‐xian Xu,Jie Zhao,Dan Xu,Yang‐hui Liu,Yuanyuan Guo,Mingbang Wang,Fu‐Sheng He,Shu-Wei Ye,Qi-fan Yang,Tiebang Liu,Yingli Zhang,Sheng Wang,Minzhi Li,Yingjia Yang,Xin‐hui Xie,Rong Han
出处
期刊:Psychological Medicine [Cambridge University Press]
卷期号:51 (1): 90-101 被引量:141
标识
DOI:10.1017/s0033291719003027
摘要

BACKGROUND: The microbiota-gut-brain axis, especially the microbial tryptophan (Trp) biosynthesis and metabolism pathway (MiTBamp), may play a critical role in the pathogenesis of major depressive disorder (MDD). However, studies on the MiTBamp in MDD are lacking. The aim of the present study was to analyze the gut microbiota composition and the MiTBamp in MDD patients. METHODS: We performed shotgun metagenomic sequencing of stool samples from 26 MDD patients and 29 healthy controls (HCs). In addition to the microbiota community and the MiTBamp analyses, we also built a classification based on the Random Forests (RF) and Boruta algorithm to identify the gut microbiota as biomarkers for MDD. RESULTS: The Bacteroidetes abundance was strongly reduced whereas that of Actinobacteria was significantly increased in the MDD patients compared with the abundance in the HCs. Most noteworthy, the MDD patients had increased levels of Bifidobacterium, which is commonly used as a probiotic. Four Kyoto Encyclopedia of Genes and Genomes (KEGG) orthologies (KOs) (K01817, K11358, K01626, K01667) abundances in the MiTBamp were significantly lower in the MDD group. Furthermore, we found a negative correlation between the K01626 abundance and the HAMD scores in the MDD group. Finally, RF classification at the genus level can achieve an area under the receiver operating characteristic curve of 0.890. CONCLUSIONS: The present findings enabled a better understanding of the changes in gut microbiota and the related Trp pathway in MDD. Alterations of the gut microbiota may have the potential as biomarkers for distinguishing MDD patients form HCs.
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