4.7 Article

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

期刊

PSYCHOLOGICAL MEDICINE
卷 51, 期 1, 页码 90-101

出版社

CAMBRIDGE UNIV PRESS
DOI: 10.1017/S0033291719003027

关键词

Gastrointestinal microbiome; major depression disorder; Random Forest algorithm; serotonin; shotgun metagenomics sequencing; tryptophan

资金

  1. Sanming Project of Medicine in Shenzhen [SZSM201812052]
  2. Science and Technology Program of Huizhou [2018Y128]
  3. Science and Technology Program of Shenzhen [JCYJ20160429190927063, JCYJ20170413101017457]
  4. Chinese National Natural Science Foundation [81201047]

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This study found changes in gut microbiota and the Trp pathway in MDD patients, with an increase in Bifidobacterium levels and decreased abundances of certain KEGG orthologies in the MiTBamp. A negative correlation was also observed between K01626 abundance and HAMD scores in the MDD group. The findings suggest that alterations in gut microbiota could potentially serve as biomarkers for distinguishing MDD patients from healthy controls.
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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