Metabolic Engineering · 2024 · 10 citations · 41 references
Life SciencesFood ScienceMicrobiologyMetabolismMicrobial EcologyMicrobial MetabolismBacterial FermentationBacterial MetabolismCheese MicrobiologyGenome-scale Metabolic ModelingLactic Acid BacteriaMicrobial Ecology Of FoodsMetabolic Network ModelsMicrobial Community MetabolismMicrobial ConsortiaMicrobial Ecology Of CheeseMicrobial Ecology Of Fermented FoodsMicrobial Interaction In CheeseMicrobial Interactions In CheeseMicrobial Species Interactions
Cheese taste and flavour properties result from complex metabolic processes occurring in microbial communities. A deeper understanding of such mechanisms makes it possible to improve both industrial production processes and end-product quality through the design of microbial consortia. In this work, we caracterise the metabolism of a three-species community consisting of Lactococcus lactis, Lactobacillus plantarum and Propionibacterium freudenreichii during a seven-week cheese production process. Using genome-scale metabolic models and omics data integration, we modeled and calibrated individual dynamics using monoculture experiments, and coupled these models to capture the metabolism of the community. This model accurately predicts the dynamics of the community, enlightening the contribution of each microbial species to organoleptic compound production. Further metabolic exploration revealed additional possible interactions between the bacterial species. This work provides a methodological framework for the prediction of community-wide metabolism and highlights the added value of dynamic metabolic modeling for the comprehension of fermented food processes.
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Matplotlib: A 2D Graphics Environment
John D. Hunter · Computing in Science & Engineering · 2007 · 39.6K citations