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Minimization of proteome reallocation explains metabolic transition in hierarchical utilization of carbon sources
Open accessPreprint — published as 10.1128/msystems.00690-25
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 a lactic acid bacterium Bacillus coagulans 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 proteome (dMORP) using an enzyme-constrained genome-scale metabolic model of B. coagulans , 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 could also be captured by dMORP. Altogether, the findings suggest that upon rapid environmental changes bacteria tend to minimize proteome reallocation and accordingly adjust metabolism, and dMORP would be useful in simulating and understanding cellular dynamics.
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Deep learning-based kcat prediction enables improved enzyme-constrained model reconstruction
Li, F., Yuan, L., Lu, H., Li, G., Chen, Y., Engqvist, M. K. M., Kerkhoven, E. J., & Nielsen, J. (2022) · Nature Catalysis · doi:10.1038/s41929-022-00798-z · Cited by 466
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Research works printed but not linked: 79
- 10.1126/science.1160809 · DOI · Paper page
- 10.1038/s41589-024-01571-y · DOI
- 10.1126/science.1058079 · DOI
- 10.1038/msb.2009.82 · DOI · Paper page
- 10.1073/pnas.1215283110 · DOI · Paper page
- 10.1016/j.cels.2017.06.005 · DOI
- 10.1073/pnas.1805367115 · DOI
- 10.1038/s41540-019-0093-4 · DOI
- 10.1038/nature15765 · DOI · Paper page
- 10.1073/pnas.1906569116 · DOI · Paper page
- 10.1126/science.1216882 · DOI · Paper page
- Mori M , Schink S , Erickson DW , Gerland U , Hwa T . 2017. Quantifying the benefit of a proteome reserve in fluctuating environments. Nature Communications 8. · DOI
- 10.1016/j.jtice.2016.01.007 · DOI
- 10.1002/bit.27488 · DOI
- 10.1016/j.cofs.2015.03.001 · DOI · Paper page
- 10.3389/fbioe.2021.612285 · DOI · Paper page
- 10.1073/pnas.1111085108 · DOI
- 10.1016/j.biortech.2012.11.144 · DOI
- 10.1016/j.biotechadv.2013.04.002 · DOI · Paper page
- 10.1016/j.biortech.2009.12.119 · DOI
- 10.15252/msb.20145537 · DOI
- 10.1038/s41467-020-16872-8 · DOI
- 10.1016/j.mib.2021.07.008 · DOI
- 10.1073/pnas.1320063111 · DOI
- 2020, Regulation underlying hierarchical and simultaneous utilization of carbon substrates by flux sensors in Escherichia coli, Nature Microbiology, 5, 206
- 10.1073/pnas.2013836118 · DOI
- 10.1073/pnas.1700345114 · DOI
- 10.1016/j.ymben.2013.08.003 · DOI
- 10.1016/j.biortech.2016.07.100 · DOI
- 10.1039/C5AY01703C · DOI
- 10.1007/BF02942348 · DOI
- Dooley D , Ryu S , J. Giannone R , Edwards J , S. Dien B , J. Slininger P , T. Trinh C . 2024. Expanded genome and proteome reallocation in a novel, robust Bacillus coagulans strain capable of utilizing pentose and hexose sugars. mSystems:e 00952–24. · DOI
- 10.1007/s00253-016-7644-z · DOI
- 10.1038/s41587-020-0446-y · DOI · Paper page
- 10.1038/s41596-023-00931-7 · DOI
- Alter TB , Blank LM , Ebert BE. 2021. Proteome Regulation Patterns Determine Escherichia coli Wild-Type and Mutant Phenotypes. Msystems 6. · DOI
- 10.1016/j.synbio.2024.04.005 · DOI
- 10.1002/bit.27485 · DOI · Paper page
- 10.1038/nbt.1614 · DOI · Paper page
- 2021, A multiphase multiobjective dynamic genome-scale model shows different redox balancing among yeast species of the Saccharomyces genus in fermentation. msystems, 6, 10
- 10.1111/1751-7915.13995 · DOI
- 10.1016/j.celrep.2015.12.015 · DOI
- Domenzain I , Sanchez B , Anton M , Kerkhoven EJ , Millan-Oropeza A , Henry C , Siewers V , Morrissey JP , Sonnenschein N , Nielsen J . 2022. Reconstruction of a catalogue of genome-scale metabolic models with enzymatic constraints using GECKO 2.0. Nature Communications 13. · DOI
- 10.1038/s41589-019-0364-9 · DOI
- 10.1016/j.biortech.2012.12.076 · DOI
- 10.1016/j.biortech.2019.03.057 · DOI
- 10.1038/srep13200 · DOI
- 10.3389/fcell.2023.1197226 · DOI
- 10.1038/s41579-022-00818-6 · DOI
- 10.1038/s41564-022-01310-w · DOI
- 10.1038/s41467-020-15749-0 · DOI
- 10.1186/s13059-020-02238-2 · DOI
- 10.1038/nature24299 · DOI
- 10.1038/s41586-020-2505-4 · DOI
- Cerulus B , Jariani A , Perez-Samper G , Vermeersch L , Pietsch JMJ , Crane MM , New AM , Gallone B , Roncoroni M , Dzialo MC , Govers SK , Hendrickx JO , Galle E , Coomans M , Berden P , Verbandt S , Swain PS , Verstrepen KJ . 2018. Transition between fermentation and respiration determines history-dependent behavior in fluctuating carbon sources. Elife 7. · DOI
- 10.3389/fmicb.2022.1004488 · DOI
- 10.1038/s41564-022-01072-5 · DOI
- 10.1038/s41467-017-02724-5 · DOI
- 10.1016/j.ymben.2021.07.001 · DOI
- 10.1073/pnas.232349399 · DOI
- 10.1371/journal.pcbi.1006302 · DOI · Paper page
- 10.1073/pnas.1617508114 · DOI
- 10.1186/s12918-018-0674-7 · DOI
- 10.1016/j.coisb.2021.03.003 · DOI · Paper page
- David AN , Sewsynker-Sukai Y , Kana EBG . 2022. Co-valorization of corn cobs and dairy wastewater for simultaneous saccharification and lactic acid production: Process optimization and kinetic assessment. Bioresource Technology 348. · DOI
- 10.1093/nar/28.1.27 · DOI · Paper page
- 10.1093/nar/30.1.59 · DOI
- 10.1371/journal.pcbi.1006541 · DOI · Paper page
- 10.1038/nbt.1672 · DOI · Paper page
- Aziz RK , Bartels D , Best AA , DeJongh M , Disz T , Edwards RA , Formsma K , Gerdes S , Glass EM , Kubal M , Meyer F , Olsen GJ , Olson R , Osterman AL , Overbeek RA , McNeil LK , Paarmann D , Paczian T , Parrello B , Pusch GD , Reich C , Stevens R , Vassieva O , Vonstein V , Wilke A , Zagnitko O . 2008. The RAST server: Rapid annotations using subsystems technology. Bmc Genomics 9. · DOI
- 10.1093/nar/gky1048 · DOI
- 10.1093/nar/gkac831 · DOI
- 10.1093/nar/gkh131 · DOI
- 10.1016/S0006-3495(02)73903-9 · DOI · Paper page
- 10.1038/s41596-018-0098-2 · DOI
- 10.1016/j.jbiotec.2019.04.021 · DOI
- 10.1007/s00449-019-02135-4 · DOI
- 10.3389/fmicb.2022.985465 · DOI
- 10.1099/13500872-140-5-1141 · DOI
Metadata
- Authors
- Liu, Z., Chen, M., Hu, J., Wang, Y., & Chen, Y.
- Affiliations
- East China University of Science and Technology (CN)
- Chinese Academy of Sciences (CN)
- Corresponding author
- Wang, Yonghong
- Chen, Yu
- Venue
- mSystems
- Publisher
- openRxiv
- Published
- 2024-01-25
- Volume
- 10
- Issue
- 7
- Pages
- e0069025-e0069025
- ISSN
- 2379-5077 (ISSN-L)
- PMC
- PMC12282068
- OpenAlex
- W4411784373
- Cited by
- 7
- References
- 1
- Citations by year
- 2026: 5 · 2025: 2
- FWCI
- 2.10
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- mSystems (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Natural Science Foundation of China (21878084)
- National Key Research and Development Program of China (2023YFA0913900, 2024YFA0920300)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Bacterial Genetics and Biotechnology
- Keywords
- metabolic transition, Bacillus coagulans, homolactic fermentation, heterolactic fermentation, trehalose, glucose, mixed carbon sources, genome-scale metabolic models, lactic acid bacteria
- MeSH terms
- Bacillus coagulans, Bacterial Proteins, Carbon, Fermentation, Glucose, Models, Biological, Trehalose, Proteome, Metabolic Networks and Pathways
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