Analysis of growth of Lactobacillus plantarum WCFS1 on a complex medium using a genome-scale metabolic model.
A genome-scale metabolic model of the lactic acid bacterium Lactobacillus plantarum WCFS1 was constructed based on genomic content and experimental data. The complete model includes 721 genes, 643 reactions, and 531 metabolites. Different stoichiometric modeling techniques were used for interpretation of complex fermentation data, as L. plantarum is adapted to nutrient-rich environments and only grows in media supplemented with vitamins and amino acids. (i) Based on experimental input and output fluxes, maximal ATP production was estimated and related to growth rate. (ii) Optimization of ATP production further identified amino acid catabolic pathways that were not previously associated with free-energy metabolism. (iii) Genome-scale elementary flux mode analysis identified 28 potential futile cycles. (iv) Flux variability analysis supplemented the elementary mode analysis in identifying parallel pathways, e.g. pathways with identical end products but different co-factor usage. Strongly increased flexibility in the metabolic network was observed when strict coupling between catabolic ATP production and anabolic consumption was relaxed. These results illustrate how a genome-scale metabolic model and associated constraint-based modeling techniques can be used to analyze the physiology of growth on a complex medium rather than a minimal salts medium. However, optimization of biomass formation using the Flux Balance Analysis approach, reported to successfully predict growth rate and by product formation in Escherichia coli and Saccharomyces cerevisiae, predicted too high biomass yields that were incompatible with the observed lactate production. The reason is that this approach assumes optimal efficiency of substrate to biomass conversion, and can therefore not predict the metabolically inefficient lactate formation.
Teusink
Bas
B
Wageningen Centre for Food Sciences, Wageningen NL-6700AN, The Netherlands. Bas.Teusink@nizo.nl
Wiersma
Anne
A
Molenaar
Douwe
D
Francke
Christof
C
de Vos
Willem M
WM
Siezen
Roland J
RJ
Smid
Eddy J
EJ
D017077:Culture Media, Conditioned; D004734:Energy Metabolism / Q000235:genetics; D005285:Fermentation / Q000235:genetics; D016680:Genome, Bacterial; D048191:Lactiplantibacillus plantarum / Q000235:genetics / Q000254:growth & development* / Q000378:metabolism* / Q000502:physiology; D008954:Models, Biological; D008957:Models, Genetic
D017077:Culture Media, Conditioned