Institute of Physics, Jan Kochanowski University, Uniwersytecka 7, 25-406 Kielce, Poland.
Institute for Physics and Astronomy, University of Potsdam, D-14476, Potsdam-Golm, Germany.
Phys Rev E. 2020 Sep;102(3-1):032408. doi: 10.1103/PhysRevE.102.032408.
We propose a model of antibiotic diffusion through a bacterial biofilm when diffusion and/or absorption barriers develop in the biofilm. The idea of this model is: We deduce details of the diffusion process in a medium in which direct experimental study is difficult, based on probing diffusion in external regions. Since a biofilm has a gel-like consistency, we suppose that subdiffusion of particles in the biofilm may occur. To describe this process we use a fractional subdiffusion-absorption equation with an adjustable anomalous diffusion exponent. The boundary conditions at the boundaries of the biofilm are derived by means of a particle random walk model on a discrete lattice leading to an expression involving a fractional time derivative. We show that the temporal evolution of the total amount of substance that has diffused through the biofilm explicitly depends on whether there is antibiotic absorption in the biofilm. This fact is used to experimentally check for antibiotic absorption in the biofilm and if subdiffusion and absorption parameters of the biofilm change over time. We propose a four-stage model of antibiotic diffusion in biofilm based on the following physical characteristics: whether there is absorption of the antibiotic in the biofilm and whether all biofilm parameters remain unchanged over time. The biological interpretation of the stages, in particular their relation with the bacterial defense mechanisms, is discussed. Theoretical results are compared with empirical results of ciprofloxacin diffusion through Pseudomonas aeruginosa biofilm, and ciprofloxacin and gentamicin diffusion through Proteus mirabilis biofilm.
我们提出了一种当细菌生物膜中出现扩散和/或吸收障碍时抗生素扩散的模型。该模型的思路是:我们基于对外部区域扩散的探测,推断出在难以进行直接实验研究的介质中的扩散过程细节。由于生物膜具有凝胶状的稠度,我们假设颗粒在生物膜中的亚扩散可能会发生。为了描述这个过程,我们使用了一个具有可调异常扩散指数的分数亚扩散-吸收方程。通过在离散格点上的粒子随机游走模型推导出生物膜边界处的边界条件,从而得到一个涉及分数时间导数的表达式。我们表明,通过生物膜扩散的物质总量的时间演化明确取决于生物膜中是否存在抗生素吸收。这一事实被用于实验检查生物膜中的抗生素吸收,以及生物膜的亚扩散和吸收参数是否随时间变化。我们提出了一个基于以下物理特性的抗生素在生物膜中扩散的四阶段模型:生物膜中是否存在抗生素吸收以及所有生物膜参数是否随时间保持不变。讨论了各个阶段的生物学解释,特别是它们与细菌防御机制的关系。理论结果与环丙沙星通过铜绿假单胞菌生物膜扩散以及环丙沙星和庆大霉素通过奇异变形杆菌生物膜扩散的实验结果进行了比较。