Anoxic Conditions Promote Species-Specific Mutualism between Gut Microbes In Silico

ABSTRACT The human gut is inhabited by thousands of microbial species, most of which are still uncharacterized. Gut microbes have adapted to each other's presence as well as to the host and engage in complex cross feeding. Constraint-based modeling has been successfully applied to predicting microbe-microbe interactions, such as commensalism, mutualism, and competition. Here, we apply a constraint-based approach to model pairwise interactions between 11 representative gut microbes. Microbe-microbe interactions were computationally modeled in conjunction with human small intestinal enterocytes, and the microbe pairs were subjected to three diets with various levels of carbohydrate, fat, and protein in normoxic or anoxic environments. Each microbe engaged in species-specific commensal, parasitic, mutualistic, or competitive interactions. For instance, Streptococcus thermophilus efficiently outcompeted microbes with which it was paired, in agreement with the domination of streptococci in the small intestinal microbiota. Under anoxic conditions, the probiotic organism Lactobacillus plantarum displayed mutualistic behavior toward six other species, which, surprisingly, were almost entirely abolished under normoxic conditions. This finding suggests that the anoxic conditions in the large intestine drive mutualistic cross feeding, leading to the evolvement of an ecosystem more complex than that of the small intestinal microbiota. Moreover, we predict that the presence of the small intestinal enterocyte induces competition over host-derived nutrients. The presented framework can readily be expanded to a larger gut microbial community. This modeling approach will be of great value for subsequent studies aiming to predict conditions favoring desirable microbes or suppressing pathogens.

[1]  H. Flint,et al.  Acetate Utilization and Butyryl Coenzyme A (CoA):Acetate-CoA Transferase in Butyrate-Producing Bacteria from the Human Large Intestine , 2002, Applied and Environmental Microbiology.

[2]  Ronan M. T. Fleming,et al.  Systems-level characterization of a host-microbe metabolic symbiosis in the mammalian gut , 2013, Gut microbes.

[3]  D. Chevret,et al.  Carbohydrate Metabolism Is Essential for the Colonization of Streptococcus thermophilus in the Digestive Tract of Gnotobiotic Rats , 2011, PloS one.

[4]  Costas D. Maranas,et al.  OptCom: A Multi-Level Optimization Framework for the Metabolic Modeling and Analysis of Microbial Communities , 2012, PLoS Comput. Biol..

[5]  A. Bernalier-Donadille,et al.  H2 and acetate transfers during xylan fermentation between a butyrate-producing xylanolytic species and hydrogenotrophic microorganisms from the human gut. , 2006, FEMS microbiology letters.

[6]  Radhakrishnan Mahadevan,et al.  Genome-scale dynamic modeling of the competition between Rhodoferax and Geobacter in anoxic subsurface environments , 2011, The ISME Journal.

[7]  Gerald E. Lobley,et al.  Two Routes of Metabolic Cross-Feeding between Bifidobacterium adolescentis and Butyrate-Producing Anaerobes from the Human Gut , 2006, Applied and Environmental Microbiology.

[8]  U. Sauer,et al.  Multidimensional Optimality of Microbial Metabolism , 2012, Science.

[9]  J. Gordon,et al.  How host-microbial interactions shape the nutrient environment of the mammalian intestine. , 2002, Annual review of nutrition.

[10]  E. Borenstein,et al.  Metabolic modeling of species interaction in the human microbiome elucidates community-level assembly rules , 2013, Proceedings of the National Academy of Sciences.

[11]  Bas Teusink,et al.  Analysis of Growth of Lactobacillus plantarum WCFS1 on a Complex Medium Using a Genome-scale Metabolic Model* , 2006, Journal of Biological Chemistry.

[12]  J. Faith,et al.  Dissecting the in Vivo Metabolic Potential of Two Human Gut Acetogens , 2010, The Journal of Biological Chemistry.

[13]  Joshua A. Lerman,et al.  Genome-scale metabolic reconstructions of multiple Escherichia coli strains highlight strain-specific adaptations to nutritional environments , 2013, Proceedings of the National Academy of Sciences.

[14]  Aarash Bordbar,et al.  Functional characterization of alternate optimal solutions of Escherichia coli's transcriptional and translational machinery. , 2010, Biophysical journal.

[15]  A. Beynen,et al.  Monostrain, multistrain and multispecies probiotics--A comparison of functionality and efficacy. , 2004, International journal of food microbiology.

[16]  J. Gordon,et al.  A humanized gnotobiotic mouse model of host-archaeal-bacterial mutualism. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[17]  H. Flint,et al.  The influence of diet on the gut microbiota. , 2013, Pharmacological research.

[18]  J. Faith,et al.  Identifying Gut Microbe–Host Phenotype Relationships Using Combinatorial Communities in Gnotobiotic Mice , 2014, Science Translational Medicine.

[19]  Orkun S. Soyer,et al.  Synthetic microbial communities , 2014, Current opinion in microbiology.

[20]  Jeffrey D Orth,et al.  What is flux balance analysis? , 2010, Nature Biotechnology.

[21]  Jeremy D. Glasner,et al.  The evolution of metabolic networks of E. coli , 2011, BMC Systems Biology.

[22]  Ronan M. T. Fleming,et al.  Quantitative prediction of cellular metabolism with constraint-based models: the COBRA Toolbox v2.0 , 2007, Nature Protocols.

[23]  Bernard Henrissat,et al.  Recognition and Degradation of Plant Cell Wall Polysaccharides by Two Human Gut Symbionts , 2011, PLoS biology.

[24]  Kathleen Marchal,et al.  A community effort towards a knowledge-base and mathematical model of the human pathogen Salmonella Typhimurium LT2 , 2011, BMC Systems Biology.

[25]  Daniel Segrè,et al.  Metabolic Proximity in the Order of Colonization of a Microbial Community , 2013, PloS one.

[26]  P. Bork,et al.  A human gut microbial gene catalogue established by metagenomic sequencing , 2010, Nature.

[27]  P. Silver,et al.  Emergent cooperation in microbial metabolism , 2010, Molecular systems biology.

[28]  Ronan M. T. Fleming,et al.  A systems biology approach to studying the role of microbes in human health. , 2013, Current opinion in biotechnology.

[29]  E. Purdom,et al.  Diversity of the Human Intestinal Microbial Flora , 2005, Science.

[30]  Bernhard O. Palsson,et al.  An Experimentally Validated Genome-Scale Metabolic Reconstruction of Klebsiella pneumoniae MGH 78578, iYL1228 , 2011, Journal of bacteriology.

[31]  M. Feldman,et al.  Large-scale reconstruction and phylogenetic analysis of metabolic environments , 2008, Proceedings of the National Academy of Sciences.

[32]  Harry J Flint,et al.  Interactions and competition within the microbial community of the human colon: links between diet and health. , 2007, Environmental microbiology.

[33]  S. Winter,et al.  Colonization Resistance: Battle of the Bugs or Ménage à Trois with the Host? , 2013, PLoS pathogens.

[34]  M. Espey,et al.  Role of oxygen gradients in shaping redox relationships between the human intestine and its microbiota. , 2013, Free radical biology & medicine.

[35]  L. Rigottier-Gois,et al.  Dysbiosis in inflammatory bowel diseases: the oxygen hypothesis , 2013, The ISME Journal.

[36]  Bernhard O. Palsson,et al.  A road map for the development of community systems (CoSy) biology , 2012, Nature Reviews Microbiology.

[37]  Systems-level characterization of a host-microbe metabolic symbiosis in the mammalian gut , 2012 .

[38]  J. Nicholson,et al.  Host-Gut Microbiota Metabolic Interactions , 2012, Science.

[39]  E. Elamin,et al.  Ethanol metabolism and its effects on the intestinal epithelial barrier. , 2013, Nutrition reviews.

[40]  Lolke Sijtsma,et al.  Genome-scale metabolic model for Lactococcus lactis MG1363 and its application to the analysis of flavor formation , 2013, Applied Microbiology and Biotechnology.

[41]  Paul Wilmes,et al.  From meta-omics to causality: experimental models for human microbiome research , 2013, Microbiome.

[42]  H. Harmsen,et al.  Functional Metabolic Map of Faecalibacterium prausnitzii, a Beneficial Human Gut Microbe , 2014, Journal of bacteriology.

[43]  Roded Sharan,et al.  Competitive and cooperative metabolic interactions in bacterial communities. , 2011, Nature communications.

[44]  Peer Bork,et al.  The human small intestinal microbiota is driven by rapid uptake and conversion of simple carbohydrates , 2012, The ISME Journal.

[45]  Ines Thiele,et al.  Computationally efficient flux variability analysis , 2010, BMC Bioinformatics.

[46]  P. Sansonetti,et al.  Breathing life into pathogens: the influence of oxygen on bacterial virulence and host responses in the gastrointestinal tract , 2011, Cellular microbiology.

[47]  G. Corthier,et al.  Proteomic investigation of the adaptation of Lactococcus lactis to the mouse digestive tract , 2008, Proteomics.

[48]  J. Zweier,et al.  Noninvasive measurement of anatomic structure and intraluminal oxygenation in the gastrointestinal tract of living mice with spatial and spectral EPR imaging. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[49]  Daniel Segrè,et al.  Environments that Induce Synthetic Microbial Ecosystems , 2010, PLoS Comput. Biol..

[50]  Bernard Henrissat,et al.  Characterizing a model human gut microbiota composed of members of its two dominant bacterial phyla , 2009, Proceedings of the National Academy of Sciences.

[51]  Peter D. Newell,et al.  Interspecies Interactions Determine the Impact of the Gut Microbiota on Nutrient Allocation in Drosophila melanogaster , 2013, Applied and Environmental Microbiology.

[52]  Willy Verstraete,et al.  The HMI™ module: a new tool to study the Host-Microbiota Interaction in the human gastrointestinal tract in vitro , 2014, BMC Microbiology.

[53]  E. Borenstein,et al.  Mapping the inner workings of the microbiome: genomic- and metagenomic-based study of metabolism and metabolic interactions in the human microbiome. , 2014, Cell metabolism.

[54]  Ines Thiele,et al.  Predicting the impact of diet and enzymopathies on human small intestinal epithelial cells , 2013, Human molecular genetics.

[55]  M. Marco,et al.  Diet alters probiotic Lactobacillus persistence and function in the intestine. , 2014, Environmental microbiology.

[56]  G. Macfarlane,et al.  Bacteria, colonic fermentation, and gastrointestinal health. , 2012, Journal of AOAC International.

[57]  B. Palsson,et al.  Expanded Metabolic Reconstruction of Helicobacter pylori (iIT341 GSM/GPR): an In Silico Genome-Scale Characterization of Single- and Double-Deletion Mutants , 2005, Journal of bacteriology.

[58]  Pascal Hols,et al.  Genome-Scale Model of Streptococcus thermophilus LMG18311 for Metabolic Comparison of Lactic Acid Bacteria , 2009, Applied and Environmental Microbiology.

[59]  C. Gahan,et al.  The gut microbiota and the metabolic health of the host , 2014, Current opinion in gastroenterology.

[60]  Radhakrishnan Mahadevan,et al.  The design of long‐term effective uranium bioremediation strategy using a community metabolic model , 2012, Biotechnology and bioengineering.

[61]  Ines Thiele,et al.  Systematic prediction of health-relevant human-microbial co-metabolism through a computational framework , 2015, Gut microbes.