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

被引:103
作者
Lai, Wen-tao [1 ]
Deng, Wen-feng [2 ]
Xu, Shu-xian [2 ]
Zhao, Jie [1 ]
Xu, Dan [1 ]
Liu, Yang-hui [1 ]
Guo, Yuan-yuan [1 ]
Wang, Ming-bang [3 ]
He, Fu-sheng [4 ]
Ye, Shu-wei [1 ]
Yang, Qi-fan [2 ]
Liu, Tie-bang [1 ]
Zhang, Ying-li [5 ]
Wang, Sheng [1 ]
Li, Min-zhi [1 ]
Yang, Ying-jia [5 ]
Xie, Xin-hui [1 ,2 ,6 ]
Rong, Han [1 ,7 ]
机构
[1] Shenzhen Kangning Hosp, Shenzhen Mental Hlth Ctr, Dept Psychiat, Shenzhen, Guangdong, Peoples R China
[2] Second Peoples Hosp Huizhou, Brain Funct & Psychosomat Med Inst, Lab Brain Stimulat & Biol Psychiat, Huizhou, Guangdong, Peoples R China
[3] Fudan Univ, Natl Ctr Childrens Hlth, Shanghai Key Lab Birth Defects, Childrens Hosp,Xiamen Branch,Div Neonatol, Shanghai, Peoples R China
[4] Imunobio, Shenzhen, Guangdong, Peoples R China
[5] Shenzhen Kangning Hosp, Shenzhen Mental Hlth Ctr, Dept Depress, Shenzhen, Guangdong, Peoples R China
[6] Second Peoples Hosp Huizhou, Ctr Acute Psychiat Serv, Huizhou, Guangdong, Peoples R China
[7] Jining Med Univ, Affiliated Shenzhen Clin Coll Psychiat, Jinan, Shandong, Peoples R China
关键词
Gastrointestinal microbiome; major depression disorder; Random Forest algorithm; serotonin; shotgun metagenomics sequencing; tryptophan; ARYL-HYDROCARBON RECEPTOR; LACTOBACILLUS-HELVETICUS R0052; ADULT HIPPOCAMPAL NEUROGENESIS; BIFIDOBACTERIUM-LONGUM R0175; INTESTINAL MICROBIOTA; FECAL MICROBIOTA; PLASMA TRYPTOPHAN; DOUBLE-BLIND; SEROTONIN; BRAIN;
D O I
10.1017/S0033291719003027
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
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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收藏
页码:90 / 101
页数:12
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