成对比较
竞赛(生物学)
利基
资源(消歧)
生物系统
竞争模式
代谢组学
集合(抽象数据类型)
群落结构
计算生物学
生物
生化工程
生态学
生物信息学
计算机科学
微观经济学
人工智能
经济
计算机网络
利润(经济学)
程序设计语言
工程类
作者
Po-Yi Ho,Taylor H. Nguyen,Juan M. Sánchez,Brian C. DeFelice,Kerwyn Casey Huang
出处
期刊:Nature microbiology
日期:2024-03-14
卷期号:9 (4): 1036-1048
被引量:10
标识
DOI:10.1038/s41564-024-01625-w
摘要
Microbial community dynamics arise through interspecies interactions, including resource competition, cross-feeding and pH modulation. The individual contributions of these mechanisms to community structure are challenging to untangle. Here we develop a framework to estimate multispecies niche overlaps by combining metabolomics data of individual species, growth measurements in spent media and mathematical models. We applied our framework to an in vitro model system comprising 15 human gut commensals in complex media and showed that a simple model of resource competition accounted for most pairwise interactions. Next, we built a coarse-grained consumer-resource model by grouping metabolomic features depleted by the same set of species and showed that this model predicted the composition of 2-member to 15-member communities with reasonable accuracy. Furthermore, we found that incorporation of cross-feeding and pH-mediated interactions improved model predictions of species coexistence. Our theoretical model and experimental framework can be applied to characterize interspecies interactions in bacterial communities in vitro. A model to predict bacterial community assembly is devised on the basis of experimental data reporting competition for resources in vitro.
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