Explaining Bacterial Dispersion on Leaf Surfaces with an Individual-Based Model (PHYLLOSIM)
Authored by Jan-Ulrich Kreft, der Wal Annemieke van, Robin Tecon, Wolf M Mooij, Johan H J Leveau
Date Published: 2013
DOI: 10.1371/journal.pone.0075633
Sponsors:
Netherlands Organization for Scientific Research (NWO)
Platforms:
NetLogo
Model Documentation:
ODD
Mathematical description
Model Code URLs:
Model code not found
Abstract
We developed the individual-based model PHYLLOSIM to explain observed
variation in the size of bacterial clusters on plant leaf surfaces (the
phyllosphere). Specifically, we tested how different `waterscapes'
impacted the diffusion of nutrients from the leaf interior to the
surface and the growth of individual bacteria on these nutrients. In the
`null' model or more complex `patchy' models, the surface was covered
with a continuous water film or with water drops of equal or different
volumes, respectively. While these models predicted the growth of
individual bacterial immigrants into clusters of variable sizes, they
were unable to reproduce experimentally derived, previously published
patterns of dispersion which were characterized by a much larger
variation in cluster sizes and a disproportionate occurrence of clusters
consisting of only one or two bacteria. The fit of model predictions to
experimental data was about equally poor (<5\%) regardless of whether
the water films were continuous or patchy. Only by allowing individual
bacteria to detach from developing clusters and re-attach elsewhere to
start a new cluster, did PHYLLOSIM come much closer to reproducing
experimental observations. The goodness of fit including detachment
increased to about 70-80\% for all waterscapes. Predictions of this
`detachment' model were further supported by the visualization and
quantification of bacterial detachment and attachment events at an
agarose-water interface. Thus, both model and experiment suggest that
detachment of bacterial cells from clusters is an important mechanism
underlying bacterial exploration of the phyllosphere.
Tags
diffusion
growth
Biofilm formation
Colonization
Motility
Detachment
Plant-microbe interactions
Pseudomonas-syringae
Water availability
Wettability