Modeling population patterns of chemotactic bacteria in homogeneous porous media.

The spatio-temporal distribution of subsurface microorganisms determines their efficiency in providing essential ecosystem services such as the degradation of organic matter, the remineralization of carbon and nitrogen, or the remediation of anthropogenic contaminants. Populations of motile, chemotactic bacteria have been shown to be capable of pattern formation even in the absence of environmental heterogeneities. Focusing on the water saturated domain of the subsurface (e.g., aquatic sediments, porous aquifers), we analyze this innate capability of bacterial populations in an idealized model of a homogeneous, saturated porous medium. Considering a linear array of connected, identical microhabitats populated by motile, chemotactic bacterial cells, we identify prerequisites for pattern formation, analyze types of patterns, and assess their impact on substrate utilization. In our model, substrate supplied to the microhabitats facilitates bacterial growth, and microbial cells can migrate between neighboring microhabitats due to (i) random motility, (ii) chemotaxis towards substrate, and (iii) self-attraction. A precondition for inhomogeneous population patterns is analytically derived, stating that patterns are possible if the self-attraction exceeds a threshold defined by the random motility and the steady state population density in the microhabitats. An individual-based implementation of the model shows that static and dynamic population patterns can unfold. Degradation efficiency is highest for homogeneous bacterial distributions and decreases as pattern formation commences. If during biostimulation efforts the carrying capacity of the microhabitats is successively increased, simulation results show that degradation efficiency can unexpectedly decrease when the pattern formation threshold is crossed.

[1]  M. Brenner,et al.  Motility of Escherichia coli cells in clusters formed by chemotactic aggregation , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[2]  N. Darnton,et al.  Influence of topology on bacterial social interaction , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[3]  H. Berg,et al.  Dynamics of formation of symmetrical patterns by chemotactic bacteria , 1995, Nature.

[4]  A Libchaber,et al.  Solitary modes of bacterial culture in a temperature gradient. , 2006, Physical review letters.

[5]  Claire Chenu,et al.  Short-term changes in the spatial distribution of microorganisms in soil aggregates as affected by glucose addition , 2001, Biology and Fertility of Soils.

[6]  Roseanne M. Ford,et al.  Role of chemotaxis in the transport of bacteria through saturated porous media , 2007 .

[7]  R. M. Ford,et al.  Coupled effect of chemotaxis and growth on microbial distributions in organic-amended aquifer sediments: observations from laboratory and field studies. , 2008, Environmental science & technology.

[8]  B. Perthame Transport Equations in Biology , 2006 .

[9]  Mark Chaplain,et al.  Mathematical modelling of host-parasitoid systems: effects of chemically mediated parasitoid foraging strategies on within- and between-generation spatio-temporal dynamics. , 2002, Journal of theoretical biology.

[10]  G. Grundmann,et al.  Spatial Modeling of Nitrifier Microhabitats in Soil , 2001 .

[11]  Philip J Binning,et al.  Biodegradation in a partially saturated sand matrix: compounding effects of water content, bacterial spatial distribution, and motility. , 2010, Environmental science & technology.

[12]  J. L. Ditty,et al.  Toluene-Degrading Bacteria Are Chemotactic towards the Environmental Pollutants Benzene, Toluene, and Trichloroethylene , 2000, Applied and Environmental Microbiology.

[13]  M. Höfle,et al.  Bacterial community dynamics during biostimulation and bioaugmentation experiments aiming at chlorobenzene degradation in groundwater , 2003, Microbial Ecology.

[14]  H. Berg,et al.  Chemotaxis of bacteria in glass capillary arrays. Escherichia coli, motility, microchannel plate, and light scattering. , 1990, Biophysical journal.

[15]  G. Grundmann,et al.  Spatial Distribution Of Bacteria At The Microscale In Soil , 2007 .

[16]  Peter Blaser,et al.  Preferential Flow Paths: Biological Hot Spots in Soils , 2001 .

[17]  J. Crawford,et al.  Spatial distribution of bacterial communities and their relationships with the micro-architecture of soil. , 2003, FEMS microbiology ecology.

[18]  J W Wimpenny,et al.  Individual-based modelling of biofilms. , 2001, Microbiology.

[19]  H. Harms,et al.  Mass transfer limitation of microbial growth and pollutant degradation , 1997, Journal of Industrial Microbiology and Biotechnology.

[20]  R. Harshey,et al.  Cell density and mobility protect swarming bacteria against antibiotics , 2010, Proceedings of the National Academy of Sciences.

[21]  R. Franklin,et al.  The spatial distribution of microbes in the environment , 2007 .

[22]  G. Grundmann Spatial scales of soil bacterial diversity--the size of a clone. , 2004, FEMS microbiology ecology.

[23]  M. D. Aitken,et al.  Bacterial Chemotaxis Enhances Naphthalene Degradation in a Heterogeneous Aqueous System , 2000 .

[24]  H. Berg Random Walks in Biology , 2018 .

[25]  H. Berg,et al.  Complex patterns formed by motile cells of Escherichia coli , 1991, Nature.

[26]  Claude Lobry,et al.  Bacteria can form interconnected microcolonies when a self-excreted product reduces their surface motility: evidence from individual-based model simulations , 2010, Theory in Biosciences.

[27]  L. Segel,et al.  Initiation of slime mold aggregation viewed as an instability. , 1970, Journal of theoretical biology.

[28]  Pascal Silberzan,et al.  Mathematical Description of Bacterial Traveling Pulses , 2009, PLoS Comput. Biol..

[29]  K. Painter,et al.  Volume-filling and quorum-sensing in models for chemosensitive movement , 2002 .

[30]  U. Feudel,et al.  Turing instabilities and pattern formation in a benthic nutrient-microoganism system. , 2004, Mathematical biosciences and engineering : MBE.

[31]  W. G. Lovely,et al.  Diffusion of Atrazine, Propachlor, and Diazinon in a Silt Loam Soil , 1973, Weed Science.

[32]  R. Austin,et al.  Bacterial metapopulations in nanofabricated landscapes , 2006, Proceedings of the National Academy of Sciences.

[33]  A. M. Turing,et al.  The chemical basis of morphogenesis , 1952, Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences.

[34]  Eshel Ben-Jacob,et al.  Bacterial self–organization: co–enhancement of complexification and adaptability in a dynamic environment , 2003, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[35]  J. Murray,et al.  Model and analysis of chemotactic bacterial patterns in a liquid medium , 1999, Journal of mathematical biology.

[36]  H. Berg,et al.  Spatio-temporal patterns generated by Salmonella typhimurium. , 1995, Biophysical journal.