Comparative modeling and phosphate dependence flux distributions and glucose consumption rates of two lactic acid bacteria S. pyogenes and L. lactis

SysMO is a European transnational funding and research initiative on "Systems Biology of Microorganisms".

The goal pursued by SysMO was to record and describe the dynamic molecular processes going on in unicellular microorganisms in a comprehensive way and to present these processes in the form of computerized mathematical models.

Systems biology will raise biomedical and biotechnological research to a new quality level and contribute markedly to progress in understanding. Pooling European research ...

Comparative Systems Biology: Lactic Acid Bacteria

Challenge: Comparative analyses, as demonstrated by comparative genomics and bioinformatics, are extremely powerful for (i) transfer of information from (experimentally) well-studied organisms to the other organisms, and (ii) when coupled to functional and phenotypic information, insight in the relative importance of components to the observed differences and simalities. The central principle of this proposal is that important aspects of the functional differences between organisms derive not ...

S. pyogenes was grown in rich medium, strongly concentrated and glucose-pulsed in a MES buffer. Intracellular metabolite concentration is followed in time.

L. lactis was grown in LAB medium or rich THY medium, strongly concentrated and glucose-pulsed in a MES buffer. Intracellular metabolite concentration is followed in time.

Measurements on Km, Vmax and allosteric activation or inhibition of the main L-lactate dehydrogenase

Global sensitivity analysis of a kinetic model to determine the sensitivities for each parameter, over a wide parameter range. We used the elementary effects method.

Lumped kinetic model of L. lactis glycolysis, formulated with ordinary differential equations. Simulations are in line with experimental data

Despite high similarity in sequence and catalytic properties, the L-lactate dehydrogenases (LDH) in lactic acid bacteria (LAB) display differences in their regulation which may arise from their adaptation to different habitats. We combined experimental and computational approaches to investigate the effects of fructose-1,6-bisphosphate (FBP), phosphate (Pi) and ionic strength (NaCl concentration) on 6 LDHs from 4 LABs studied at pH 6 and pH 7. We find: (1) The extent of activation by FBP (Kact) ...

Output of the 3D-structures modeled by comparative modeling tool for LDH enzymes from four LABs (in the PDB format, tarred). Four LABs include Enterococcus faecalis, Lactococcus lactis, Streptococcus pyogenes and Lactobacillus plantarum. Output of the SEEK Model https://seek.sysmo-db.org/models/118.

The modeling was performed against a x-ray structure of LDH from B. stearothermophilis (template, PDH ID: 1LDN).

Output files of phosphate probe binding on the surface of LDH from lactococcus lactis type 1. File with extension XPLOR can be visualized with a program VMD to identify the most favorable position for the phosphate binding. This relates to the Model "Part 4".

The Table represents the simulation results of how the presence of phosphate ions (Pi) in the solution might affect the activity of four LDH enzymes. This includes the algorithmic analysis of the binding energies values computed by the GRID program (see Part 4, model) for each enzyme in presence and absence of FBP molecule at pH 6 and 7. The analysis was performed by using the algorithm proposed in Part 5, model.

L. lactis was grown in rich THY medium, strongly concentrated and glucose-pulsed in a MES buffer. Intracellular metabolite concentration is followed in time.

In this experiment we glucose-pulsed an L. lactiss cultures re-suspended in 100 mM MES buffer at pH 6.5. Samples were taken in time to study intra- and extracellular metabolites. These data are used to construct a kinetic model of the catabolism of E. L. lactis

Glucose pulsed S pyogenes with 5 mM glucose in 100 mM MES buffer at pH 6.5 and followed intracellular metabolites in time

Glucose pulsed L. lactis with 20 mM glucose in 100 mM MES buffer at pH 6.5 and followed intracellular metabolites in time

L. lactis was grown in LAB medium, strongly concentrated and glucose-pulsed in a MES buffer. Intracellular metabolite concentration is followed in time.

For each modeled 3D structure of LHD (see Part 1: 3D structure modeling for LDH enzymes) was computed electrostatic potential by using the UHBD program. The files are in GRD format (binary) and can be visualized with the graphical programs as CHIMERA or VMD.

The output includes the similarity matrix of LDH enzymes based on comparison of the electrostatic potentials at allosteric and catalytic binding sites, separately. The similarity indices were generated by the PIPSA program (http://projects.villa-bosch.de/mcmsoft/pipsa/3.0/).

Heterologous Expression of LDHs from different lactic acid bacteria in Escherichia coli DH5α. Assessment of kinetic parameters of LDH to include in a catabolic model .

Heterologous Expression of LDHs from different lactic acid bacteria in Escherichia coli DH5α.

Assessment of kinetic parameters of LDH to include in a catabolic model.

3D structure prediction of LDH enzymes from four LAB by comparative modeling against x-ray structure of LDH from B. stearothermophilis (template, PDB ID: 1LDN). The computation was performed with a protocol that uses "automodel.very_fast" settings of Modeller program (http://salilab.org/modeller/).

Comparison of electrostatic potentials within the allosteric binding sites of LDH enzymes to estimate the binding affinity of the FBP molecule is performed with the PIPSA program. The program uses the structure of enzymes in the PDB format and computed electrostatic potentials in the GRD format.

Computation is performed for the modeled 3D structures of LDH enzymes (in PDB format) with the UHBD program, for pH 6 and pH 7.

Binding energies of phosphate ions to the allosteric and catalytic sites were estimated with a program GRID (http://www.moldiscovery.com/soft_grid.php). The calculations were performed for the modeled LDH structures from four LABs, at pH 6 and 7, in presence and absence of the FBP molecule. The phosphate ion was presented as a probe.

In order to estimate whether Pi has an activatory or an inhibitory effect on the enzymes, the computed probe binding energies (from GRID results, Part 4) were compared with those for the LDH from L. plantarum whose activity is known to be unaffected by Pi.

The binding energies of the Pi probe in the allosteric binding site (AS) and the COO probe in the catalytic binding site (CS) of LDH from L. plantarum were defined as E¬AS,threshold and ECS,threshold, respectively. For the other LDH enzymes, ...

Method extraction of intracellular metabolites in Lactococcus lactis

This HPLC method uses a isocratic method and a RI detector to identify and quantify almost all excreted catabolic metabolites.

A protocol for acidic quenching of lactic acid bacteria used for analyses of intracellular metabolites.

This protocol for applying glucose perturbations works for Lactococcus lactis and Enterococcus faecalis