Disease-specific loss of microbial cross-feeding interactions in the human gut

被引:13
|
作者
Marcelino, Vanessa R. [1 ,2 ,3 ,4 ]
Welsh, Caitlin [5 ]
Diener, Christian [6 ]
Gulliver, Emily L. [1 ,2 ]
Rutten, Emily L. [1 ,2 ]
Young, Remy B. [1 ,2 ]
Giles, Edward M. [2 ,7 ]
Gibbons, Sean M. [6 ,8 ,9 ,10 ]
Greening, Chris [5 ]
Forster, Samuel C. [1 ,2 ]
机构
[1] Monash Univ, Dept Mol & Translat Sci, Clayton, Vic 3168, Australia
[2] Hudson Inst Med Res, Ctr Innate Immun & Infect Dis, Clayton, Vic 3168, Australia
[3] Univ Melbourne, Sch Biosci, Melbourne Integrat Genom, Parkville, Vic 3010, Australia
[4] Univ Melbourne, Peter Doherty Inst Infect & Immun, Dept Microbiol & Immunol, Parkville, Vic 3010, Australia
[5] Biomed Discovery Inst, Dept Microbiol, Clayton, Vic 3800, Australia
[6] Inst Syst Biol, Seattle, WA 98109 USA
[7] Monash Univ, Dept Paediat, Clayton, Vic 3168, Australia
[8] Univ Washington, Dept Bioengn, Seattle, WA 98195 USA
[9] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[10] Univ Washington, esci Inst, Seattle, WA 98195 USA
基金
澳大利亚研究理事会; 英国医学研究理事会; 美国国家卫生研究院;
关键词
SCALE METABOLIC MODELS; STABILITY; RECONSTRUCTION; NUTRITION; DATABASE; THIAMIN;
D O I
10.1038/s41467-023-42112-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Many gut microorganisms critical to human health rely on nutrients produced by each other for survival; however, these cross-feeding interactions are still challenging to quantify and remain poorly characterized. Here, we introduce a Metabolite Exchange Score (MES) to quantify those interactions. Using metabolic models of prokaryotic metagenome-assembled genomes from over 1600 individuals, MES allows us to identify and rank metabolic interactions that are significantly affected by a loss of cross-feeding partners in 10 out of 11 diseases. When applied to a Crohn's disease case-control study, our approach identifies a lack of species with the ability to consume hydrogen sulfide as the main distinguishing microbiome feature of disease. We propose that our conceptual framework will help prioritize in-depth analyses, experiments and clinical targets, and that targeting the restoration of microbial cross-feeding interactions is a promising mechanism-informed strategy to reconstruct a healthy gut ecosystem. Gut microbes rely on nutrient exchange for survival, but these cross-feeding interactions remain poorly characterized. Here, Marcelino et al. present a metabolite-exchange scoring system derived from metagenome-scale metabolic models, designed to identify the potential microbial cross-feeding interactions most affected in human diseases.
引用
收藏
页数:11
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