Minimization of proteome reallocation explains metabolic transition in hierarchical utilization of carbon sources

Cells choose between alternative pathways in metabolic networks under diverse environmental conditions, but the principles governing the choice are insufficiently understood, especially in response to dynamically changing conditions. Here, we observed that the lactic acid bacterium <i>Bacillus coagulans</i> displayed homolactic fermentation on glucose or trehalose as the sole carbon source but transitioned from homolactic to heterolactic fermentation during the hierarchical utilization of glucose and trehalose when growing on the mixture. We simulated the observation by dynamic minimization of reallocation of the proteome (dMORP) using an enzyme-constrained genome-scale metabolic model, which coincided with our omics data. Moreover, we evolved strains to co-utilize mixed carbon sources and repress the choice of heterolactic fermentation, and the dynamics after co-utilization of carbon sources were also captured by dMORP. Altogether, the findings suggest that upon environmental changes, bacteria tend to minimize proteome reallocation and accordingly adjust metabolism, and dMORP would be useful in simulating cellular dynamics.IMPORTANCERedundancy in metabolic networks empowers cells to choose between distinct metabolic strategies under changing environments. However, what drives the cellular choice remains poorly understood. We hypothesized that in response to rapid environmental changes, cells might minimize reallocation of the proteome and accordingly adjust metabolism. We found that this hypothesis could interpret a metabolic transition in the lactic acid bacterium <i>Bacillus coagulans</i> during the hierarchical utilization of glucose and trehalose, which was validated using systems biology approaches. Furthermore, we presented a framework with the objective function of minimizing proteome allocation, allowing for the simulation and understanding of cellular responses to dynamic perturbations.

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Publication Details

Journal
mSystems
Published
2025-06-30
DOI
https://doi.org/10.1128/msystems.00690-25
Citations
1
Primary Topic
Microbial Metabolic Engineering and Bioproduction
Type
article
Field-Weighted Citation Impact
0.81

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Minimization of proteome reallocation explains metabolic transition in hierarchical utilization of carbon sources

Yu Chen, Zhihao Liu, Minghao Chen, Jingmin Hu et al.
1 citations
mSystems
Microbial Metabolic Engineering and Bioproduction
0.81
article

Minimization of proteome reallocation explains metabolic transition in hierarchical utilization of carbon sources

Yu Chen, Zhihao Liu, Minghao Chen, Jingmin Hu, Yonghong Wang
article en
1 citations

Abstract

Cells choose between alternative pathways in metabolic networks under diverse environmental conditions, but the principles governing the choice are insufficiently understood, especially in response to dynamically changing conditions. Here, we observed that the lactic acid bacterium <i>Bacillus coagulans</i> displayed homolactic fermentation on glucose or trehalose as the sole carbon source but transitioned from homolactic to heterolactic fermentation during the hierarchical utilization of glucose and trehalose when growing on the mixture. We simulated the observation by dynamic minimization of reallocation of the proteome (dMORP) using an enzyme-constrained genome-scale metabolic model, which coincided with our omics data. Moreover, we evolved strains to co-utilize mixed carbon sources and repress the choice of heterolactic fermentation, and the dynamics after co-utilization of carbon sources were also captured by dMORP. Altogether, the findings suggest that upon environmental changes, bacteria tend to minimize proteome reallocation and accordingly adjust metabolism, and dMORP would be useful in simulating cellular dynamics.IMPORTANCERedundancy in metabolic networks empowers cells to choose between distinct metabolic strategies under changing environments. However, what drives the cellular choice remains poorly understood. We hypothesized that in response to rapid environmental changes, cells might minimize reallocation of the proteome and accordingly adjust metabolism. We found that this hypothesis could interpret a metabolic transition in the lactic acid bacterium <i>Bacillus coagulans</i> during the hierarchical utilization of glucose and trehalose, which was validated using systems biology approaches. Furthermore, we presented a framework with the objective function of minimizing proteome allocation, allowing for the simulation and understanding of cellular responses to dynamic perturbations.

mSystemsVol. 10(7)
East China University of Science and Technology (CN), Shenzhen Institutes of Advanced Technology (CN)
National Natural Science Foundation of China, National Key Research and Development Program of China
Openalex Percentile: Top 26%
Microbial Metabolic Engineering and Bioproduction
0.81
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