Flexible Nets to Improve GEM Cell Factoriesby Combining Kinetic and Proteomics Data

19.09.2024

Included in "International Conference on Computational Methods in Systems Biology": paper by Jorge Lázaro, Jorge Júlvez, and Jürgen Zanghellini

Published in Computational Methods in Systems Biology, September 16–18, 2024.

https://rdcu.be/dW0UZ

Alzheimer’s disease is expected to reach a prevalence of 152 million people worldwide caused by the aggregation of amyloid β-proteins leading to apoptosis of neurons and loss of cognitive function. Although there is no effective treatment for this disease, molecules such as scyllo-inositol have been shown to be promising. Bacillus subtilis has been proposed as a suitable organism for the production of scyllo-inositol.

Metabolic computational models have proven useful in the prediction of the production of a metabolite. However, most genome-scale metabolic models lack detailed parameters and tend to overestimate the production of a metabolite with respect to the consumption of medium resources. In order to reduce the solution space and, hence, obtain a more realistic model, additional constraints from experimental data can be added to the model.

This work exploits the modeling capabilities of Flexible Nets to model the production of scyllo-inositol in a genome-scale metabolic model of Bacillus subtilis that has been previously enriched with proteomic and enzymatic data. We assess how these constraints limit the scyllo-inositol production to more realistic levels. Moreover, the integration of different types of constraints allowed us to uncover which one of them limits the production of scyllo-inositol for a given growth rate.

Fluxes of scyllo-inositol synthesis (dashed lines) and glucose uptake (continuous lines) for growth rates in the interval [0,0.624]h-1 with the experimental glucose uptake in B. subtilis as an additional constraint.

Schematic representation of the analyzed pathways in the B. subtilis modified model. Glucose (glc_c in the scheme) can be either converted into MI1P, following the scyllo-inositol synthesis pathway or employed for the growth of the cell. The red arrow pointing to vINSCR indicates the inhibited reaction in the model, INSCR, that simulates the experimental knock-out of the multiple reactions degrading the intermediate 2-inosose in Michon et al. [2020].