论文标题

在中等规模上对微生物交叉进食进行建模描绘社区动态和物种共存

Modeling microbial cross-feeding at intermediate scale portrays community dynamics and species coexistence

论文作者

Liao, Chen, Wang, Tong, Maslov, Sergei, Xavier, Joao B.

论文摘要

微生物之间的社交相互作用可以在许多层次的细节上描述,范围从细胞 - 细胞相互作用的生物化学到人群的生态动态。选择最佳水平来建模微生物群落而不会失去一般性仍然是一个挑战。在这里,我们建议在单个物种的基因组级代谢模型和生态系统的消费者资源模型之间建模跨喂养相互作用,该模型适用于经验数据。我们将方法应用于三个已发表的多晶石大肠杆菌群落的示例,其复杂性越来越多,包括可取代代谢副产物或必需营养素的单,双向和多方向交叉喂养。中等规模的模型准确地描述了经验数据,并且可以通过其他方式(例如副产品分泌)来量化汇率,即使是对于一个复杂的14个氨基酸辅助营养物的社区也是如此。我们使用了三种模型来研究每个社区对扰动的鲁棒性极限,例如资源供应,抗生素治疗和其他“作弊者”物种的入侵的变化。我们的分析为从实验数据中量化交叉进食的相互作用提供了基础,并突出了代谢交换在微生物群落的动态和稳定性中的重要性。

Social interaction between microbes can be described at many levels of details, ranging from the biochemistry of cell-cell interactions to the ecological dynamics of populations. Choosing the best level to model microbial communities without losing generality remains a challenge. Here we propose to model cross-feeding interactions at an intermediate level between genome-scale metabolic models of individual species and consumer-resource models of ecosystems, which is suitable to empirical data. We applied our method to three published examples of multi-strain Escherichia coli communities with increasing complexity consisting of uni-, bi-, and multi-directional cross-feeding of either substitutable metabolic byproducts or essential nutrients. The intermediate-scale model accurately described empirical data and could quantify exchange rates elusive by other means, such as the byproduct secretions, even for a complex community of 14 amino acid auxotrophs. We used the three models to study each community's limits of robustness to perturbations such as variations in resource supply, antibiotic treatments and invasion by other "cheaters" species. Our analysis provides a foundation to quantify cross-feeding interactions from experimental data, and highlights the importance of metabolic exchanges in the dynamics and stability of microbial communities.

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