Individual-based modelling of biofilms
Authored by C Picioreanu, Jan-Ulrich Kreft, Loosdrecht MCM van, JWT Wimpenny
Date Published: 2001
Sponsors:
Biotechnology and Biological Sciences Research Council (BBSRC)
Platforms:
Java
Model Documentation:
Other Narrative
Flow charts
Mathematical description
Model Code URLs:
Model code not found
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.
Tags
morphology
Simulations
patterns
growth
Future
Microbial
biofilms
Cellular-automaton approach
Dimensions
Airlift suspension reactor