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用于预测稳定群落组成的博弈论通量平衡分析模型

Game-Theoretic Flux Balance Analysis Model for Predicting Stable Community Composition.

作者信息

Iyengar Garud, Perry Mitch

出版信息

IEEE/ACM Trans Comput Biol Bioinform. 2024 Nov-Dec;21(6):2394-2405. doi: 10.1109/TCBB.2024.3470592. Epub 2024 Dec 10.

DOI:10.1109/TCBB.2024.3470592
PMID:39331552
Abstract

Models for microbial interactions attempt to understand and predict the steady state network of inter-species relationships in a community, e.g. competition for shared metabolites, and cooperation through cross-feeding. Flux balance analysis (FBA) is an approach that was introduced to model the interaction of a particular microbial species with its environment. This approach has been extended to analyzing interactions in a community of microbes; however, these approaches have two important drawbacks: first, one has to numerically solve a differential equation to identify the steady state, and second, there are no methods available to analyze the stability of the steady state. We propose a game theory based community FBA model wherein species compete to maximize their individual growth rate, and the state of the community is given by the resulting Nash equilibrium. We develop a computationally efficient method for directly computing the steady state biomasses and fluxes without solving a differential equation. We also develop a method to determine the stability of a steady state to perturbations in the biomasses and to invasion by new species. We report the results of applying our proposed framework to a small community of four E. coli mutants that compete for externally supplied glucose, as well as cooperate since the mutants are auxotrophic for metabolites exported by other mutants, and a more realistic model for a gut microbiome consisting of nine species.

摘要

微生物相互作用模型试图理解和预测群落中物种间关系的稳态网络,例如对共享代谢物的竞争以及通过交叉喂养进行的合作。通量平衡分析(FBA)是一种用于模拟特定微生物物种与其环境相互作用的方法。这种方法已扩展到分析微生物群落中的相互作用;然而,这些方法有两个重要缺点:第一,必须通过数值求解微分方程来确定稳态;第二,没有可用的方法来分析稳态的稳定性。我们提出了一种基于博弈论的群落FBA模型,其中物种竞争以最大化其个体生长速率,群落状态由所得的纳什均衡给出。我们开发了一种计算效率高的方法,无需求解微分方程即可直接计算稳态生物量和通量。我们还开发了一种方法来确定稳态对生物量扰动和新物种入侵的稳定性。我们报告了将我们提出的框架应用于四个大肠杆菌突变体的小群落的结果,这些突变体竞争外部供应的葡萄糖,并且由于突变体对其他突变体输出的代谢物营养缺陷而进行合作,以及一个由九个物种组成的肠道微生物群的更现实模型。

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