Cargando…

A coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes

Coarse-grained resource allocation models (C-GRAMs) are simple mathematical models of cell physiology, where large components of the macromolecular composition are abstracted into single entities. The dynamics and steady-state behaviour of such models provides insights on optimal allocation of cellu...

Descripción completa

Detalles Bibliográficos
Autores principales: Kleijn, Istvan T., Marguerat, Samuel, Shahrezaei, Vahid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10522411/
https://www.ncbi.nlm.nih.gov/pubmed/37751876
http://dx.doi.org/10.1098/rsif.2023.0206
_version_ 1785110349000736768
author Kleijn, Istvan T.
Marguerat, Samuel
Shahrezaei, Vahid
author_facet Kleijn, Istvan T.
Marguerat, Samuel
Shahrezaei, Vahid
author_sort Kleijn, Istvan T.
collection PubMed
description Coarse-grained resource allocation models (C-GRAMs) are simple mathematical models of cell physiology, where large components of the macromolecular composition are abstracted into single entities. The dynamics and steady-state behaviour of such models provides insights on optimal allocation of cellular resources and have explained experimentally observed cellular growth laws, but current models do not account for the uptake of compound sources of carbon and nitrogen. Here, we formulate a C-GRAM with nitrogen and carbon pathways converging on biomass production, with parametrizations accounting for respirofermentative and purely respiratory growth. The model describes the effects of the uptake of sugars, ammonium and/or compound nutrients such as amino acids on the translational resource allocation towards proteome sectors that maximized the growth rate. It robustly recovers cellular growth laws including the Monod law and the ribosomal growth law. Furthermore, we show how the growth-maximizing balance between carbon uptake, recycling, and excretion depends on the nutrient environment. Lastly, we find a robust linear correlation between the ribosome fraction and the abundance of amino acid equivalents in the optimal cell, which supports the view that simple regulation of translational gene expression can enable cells to achieve an approximately optimal growth state.
format Online
Article
Text
id pubmed-10522411
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher The Royal Society
record_format MEDLINE/PubMed
spelling pubmed-105224112023-09-27 A coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes Kleijn, Istvan T. Marguerat, Samuel Shahrezaei, Vahid J R Soc Interface Life Sciences–Mathematics interface Coarse-grained resource allocation models (C-GRAMs) are simple mathematical models of cell physiology, where large components of the macromolecular composition are abstracted into single entities. The dynamics and steady-state behaviour of such models provides insights on optimal allocation of cellular resources and have explained experimentally observed cellular growth laws, but current models do not account for the uptake of compound sources of carbon and nitrogen. Here, we formulate a C-GRAM with nitrogen and carbon pathways converging on biomass production, with parametrizations accounting for respirofermentative and purely respiratory growth. The model describes the effects of the uptake of sugars, ammonium and/or compound nutrients such as amino acids on the translational resource allocation towards proteome sectors that maximized the growth rate. It robustly recovers cellular growth laws including the Monod law and the ribosomal growth law. Furthermore, we show how the growth-maximizing balance between carbon uptake, recycling, and excretion depends on the nutrient environment. Lastly, we find a robust linear correlation between the ribosome fraction and the abundance of amino acid equivalents in the optimal cell, which supports the view that simple regulation of translational gene expression can enable cells to achieve an approximately optimal growth state. The Royal Society 2023-09-27 /pmc/articles/PMC10522411/ /pubmed/37751876 http://dx.doi.org/10.1098/rsif.2023.0206 Text en © 2023 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited.
spellingShingle Life Sciences–Mathematics interface
Kleijn, Istvan T.
Marguerat, Samuel
Shahrezaei, Vahid
A coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes
title A coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes
title_full A coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes
title_fullStr A coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes
title_full_unstemmed A coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes
title_short A coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes
title_sort coarse-grained resource allocation model of carbon and nitrogen metabolism in unicellular microbes
topic Life Sciences–Mathematics interface
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10522411/
https://www.ncbi.nlm.nih.gov/pubmed/37751876
http://dx.doi.org/10.1098/rsif.2023.0206
work_keys_str_mv AT kleijnistvant acoarsegrainedresourceallocationmodelofcarbonandnitrogenmetabolisminunicellularmicrobes
AT margueratsamuel acoarsegrainedresourceallocationmodelofcarbonandnitrogenmetabolisminunicellularmicrobes
AT shahrezaeivahid acoarsegrainedresourceallocationmodelofcarbonandnitrogenmetabolisminunicellularmicrobes
AT kleijnistvant coarsegrainedresourceallocationmodelofcarbonandnitrogenmetabolisminunicellularmicrobes
AT margueratsamuel coarsegrainedresourceallocationmodelofcarbonandnitrogenmetabolisminunicellularmicrobes
AT shahrezaeivahid coarsegrainedresourceallocationmodelofcarbonandnitrogenmetabolisminunicellularmicrobes