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基于个体的生物膜建模。

Individual-based modelling of biofilms.

作者信息

Kreft J U, Picioreanu C, Wimpenny J W, van Loosdrecht M C

机构信息

Cardiff School of Biosciences, Cardiff University, PO Box 915, Cardiff CF10 3TL, UK.

出版信息

Microbiology (Reading). 2001 Nov;147(Pt 11):2897-912. doi: 10.1099/00221287-147-11-2897.

Abstract

Understanding the emergence of the complex organization of biofilms from the interactions of its parts, individual cells and their environment, is the aim of the individual-based modelling (IbM) approach. This IbM is version 2 of BacSim, a model of Escherichia coli colony growth, which was developed into a two-dimensional multi-substrate, multi-species model of nitrifying biofilms. It was compared with the established biomass-based model (BbM) of Picioreanu and others. Both models assume that biofilm growth is due to the processes of diffusion, reaction and growth (including biomass growth, division and spreading). In the IbM, each bacterium was a spherical cell in continuous space and had variable growth parameters. Spreading of biomass occurred by shoving of cells to minimize overlap between cells. In the BbM, biomass was distributed in a discrete grid and each species had uniform growth parameters. Spreading of biomass occurred by cellular automata rules. In the IbM, the effect of random variation of growth parameters of individual bacteria was negligible in contrast to the E. coli colony model, because the heterogeneity of substrate concentrations in the biofilm was more important. The growth of a single cell into a clone, and therefore also the growth of the less abundant species, depended on the randomly chosen site of attachment, owing to the heterogeneity of substrate concentrations in the biofilm. The IbM agreed with the BbM regarding the overall growth of the biofilm, due to the same diffusion-reaction processes. However, the biofilm shape was different due to the different biomass spreading mechanisms. The IbM biofilm was more confluent and rounded due to the steady, deterministic and directionally unconstrained spreading of the bacteria. Since the biofilm shape is influenced by the spreading mechanism, it is partially independent of growth, which is driven by diffusion-reaction. Chance in initial attachment events modifies the biofilm shape and the growth of single cells because of the high heterogeneity of substrate concentrations in the biofilm, which again results from the interaction of diffusion-reaction with spreading. This stresses the primary importance of spreading and chance in addition to diffusion-reaction in the emergence of the complexity of the biofilm community.

摘要

基于个体建模(IbM)方法的目标是,通过生物膜各部分(单个细胞及其环境)之间的相互作用来理解生物膜复杂组织结构的形成。这种IbM是BacSim的第2版,BacSim是一种大肠杆菌菌落生长模型,已发展成为硝化生物膜的二维多底物、多物种模型。它与Picioreanu等人建立的基于生物量的模型(BbM)进行了比较。两个模型都假定生物膜的生长归因于扩散、反应和生长过程(包括生物量生长、分裂和扩散)。在IbM中,每个细菌是连续空间中的球形细胞,具有可变的生长参数。生物量的扩散是通过细胞的推挤来实现的,以尽量减少细胞之间的重叠。在BbM中,生物量分布在离散网格中,每个物种具有统一的生长参数。生物量的扩散是通过细胞自动机规则实现的。在IbM中,与大肠杆菌菌落模型相比,单个细菌生长参数的随机变化的影响可以忽略不计,因为生物膜中底物浓度的异质性更为重要。由于生物膜中底物浓度的异质性,单个细胞生长成克隆体,因此较少数量物种的生长也取决于随机选择的附着位点。由于相同的扩散 - 反应过程,IbM在生物膜的总体生长方面与BbM一致。然而,由于生物量扩散机制不同,生物膜的形状有所不同。由于细菌稳定、确定性且无定向约束的扩散,IbM生物膜更融合且呈圆形。由于生物膜形状受扩散机制影响,它部分独立于由扩散 - 反应驱动的生长。由于生物膜中底物浓度的高度异质性,初始附着事件中的偶然性会改变生物膜形状和单个细胞的生长,而这种异质性又是由扩散 - 反应与扩散的相互作用导致的。这强调了在生物膜群落复杂性的形成过程中,除了扩散 - 反应外,扩散和偶然性的首要重要性。

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