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基于主体模型的N-酰基高丝氨酸内酯在铜绿假单胞菌和白色念珠菌多细胞环境中的扩散

Agent-based model of diffusion of N-acyl homoserine lactones in a multicellular environment of Pseudomonas aeruginosa and Candida albicans.

作者信息

Pérez-Rodríguez Gael, Dias Sónia, Pérez-Pérez Martín, Fdez-Riverola Florentino, Azevedo Nuno F, Lourenço Anália

机构信息

a ESEI - Escuela Superior de Ingeniería Informática , Universidad de Vigo , Ourense , Spain.

b CINBIO - Centro de Investigaciones Biomédicas , University of Vigo , Vigo , Spain.

出版信息

Biofouling. 2018 Mar;34(3):335-345. doi: 10.1080/08927014.2018.1440392. Epub 2018 Mar 8.

Abstract

Experimental incapacity to track microbe-microbe interactions in structures like biofilms, and the complexity inherent to the mathematical modelling of those interactions, raises the need for feasible, alternative modelling approaches. This work proposes an agent-based representation of the diffusion of N-acyl homoserine lactones (AHL) in a multicellular environment formed by Pseudomonas aeruginosa and Candida albicans. Depending on the spatial location, C. albicans cells were variably exposed to AHLs, an observation that might help explain why phenotypic switching of individual cells in biofilms occurred at different time points. The simulation and algebraic results were similar for simpler scenarios, although some statistical differences could be observed (p < 0.05). The model was also successfully applied to a more complex scenario representing a small multicellular environment containing C. albicans and P. aeruginosa cells encased in a 3-D matrix. Further development of this model may help create a predictive tool to depict biofilm heterogeneity at the single-cell level.

摘要

在生物膜等结构中追踪微生物-微生物相互作用的实验能力不足,以及这些相互作用数学建模所固有的复杂性,引发了对可行的替代建模方法的需求。这项工作提出了一种基于主体的模型,用于描述N-酰基高丝氨酸内酯(AHL)在由铜绿假单胞菌和白色念珠菌形成的多细胞环境中的扩散。根据空间位置,白色念珠菌细胞对AHLs的暴露程度各不相同,这一观察结果可能有助于解释为什么生物膜中单个细胞的表型转换会在不同时间点发生。对于更简单的情况,模拟结果和代数结果相似,尽管可以观察到一些统计学差异(p < 0.05)。该模型还成功应用于一个更复杂的场景,该场景代表了一个包含包裹在三维基质中的白色念珠菌和铜绿假单胞菌细胞的小型多细胞环境。该模型的进一步发展可能有助于创建一个预测工具,以描绘单细胞水平的生物膜异质性。

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