Microscale Heterogeneity of the Spatial Distribution of Organic Matter Can Promote Bacterial Biodiversity in Soils: Insights From Computer Simulations
Authored by Xavier Portell, Philippe C Baveye, Valerie Pot, Patricia Garnier, Wilfred Otten
Date Published: 2018
DOI: 10.3389/fmicb.2018.01583
Sponsors:
French National Research Agency (ANR)
United Kingdom Natural Environment Research Council (NERC)
Platforms:
No platforms listed
Model Documentation:
ODD
Flow charts
Mathematical description
Model Code URLs:
Model code not found
Abstract
There is still no satisfactory understanding of the factors that enable
soil microbial populations to be as highly biodiverse as they are. The
present article explores in silico the hypothesis that the heterogeneous
distribution of soil organic matter, in addition to the spatial
connectivity of the soil moisture, might account for the observed
microbial biodiversity in soils. A multi-species, individual-based,
pore-scale model is developed and parameterized with data from 3
Arthrobacter sp. strains, known to be, respectively, competitive,
versatile, and poorly competitive. In the simulations, bacteria of each
strain are distributed in a 3D computed tomography (CT) image of a real
soil and three water saturation levels (100, 50, and 25\%) and spatial
heterogeneity levels (high, intermediate, and low) in the distribution
of the soil organic matter are considered. High and intermediate
heterogeneity levels assume, respectively, an amount of particulate
organic matter (POM) distributed in a single (high heterogeneity) or in
four (intermediate heterogeneity) randomly placed fragments. POM is
hydrolyzed at a constant rate following a first-order kinetic, and
continuously delivers dissolved organic carbon (DOC) into the liquid
phase, where it is then taken up by bacteria. The low heterogeneity
level assumes that the food source is available from the start as DOC.
Unlike the relative abundances of the 3 strains, the total bacterial
biomass and respiration are similar under the high and intermediate
resource heterogeneity schemes. The key result of the simulations is
that spatial heterogeneity in the distribution of organic matter
influences the maintenance of bacterial biodiversity. The least
competing strain, which does not reach noticeable growth for the low and
intermediate spatial heterogeneities of resource distribution, can grow
appreciably and even become more abundant than the other strains in the
absence of direct competition, if the placement of the resource is
favorable. For geodesic distances exceeding 5 mm, microbial colonies
cannot grow. These conclusions are conditioned by assumptions made in
the model, yet they suggest that microscale factors need to be
considered to better understand the root causes of the high biodiversity
of soils.
Tags
Agent-based modeling
models
Dynamics
Biodiversity
Water
Resource allocation
carbon
bacteria
Protocol
Lattice-boltzmann
Soil
Nitrogen
Residues
Pore scale
Organic matter
Microbial diversity
Microtomography
Tortuosity