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The choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast
Flux balance analysis (FBA) is a powerful tool to study genome-scale models of the cellular metabolism, based on finding the optimal flux distributions over the network. While the objective function is crucial for the outcome, its choice, even though motivated by evolutionary arguments, has not been...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9560524/ https://www.ncbi.nlm.nih.gov/pubmed/36227951 http://dx.doi.org/10.1371/journal.pone.0276112 |
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author | Schnitzer, Barbara Österberg, Linnea Cvijovic, Marija |
author_facet | Schnitzer, Barbara Österberg, Linnea Cvijovic, Marija |
author_sort | Schnitzer, Barbara |
collection | PubMed |
description | Flux balance analysis (FBA) is a powerful tool to study genome-scale models of the cellular metabolism, based on finding the optimal flux distributions over the network. While the objective function is crucial for the outcome, its choice, even though motivated by evolutionary arguments, has not been directly connected to related measures. Here, we used an available multi-scale mathematical model of yeast replicative ageing, integrating cellular metabolism, nutrient sensing and damage accumulation, to systematically test the effect of commonly used objective functions on features of replicative ageing in budding yeast, such as the number of cell divisions and the corresponding time between divisions. The simulations confirmed that assuming maximal growth is essential for reaching realistic lifespans. The usage of the parsimonious solution or the additional maximisation of a growth-independent energy cost can improve lifespan predictions, explained by either increased respiratory activity using resources otherwise allocated to cellular growth or by enhancing antioxidative activity, specifically in early life. Our work provides a new perspective on choosing the objective function in FBA by connecting it to replicative ageing. |
format | Online Article Text |
id | pubmed-9560524 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-95605242022-10-14 The choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast Schnitzer, Barbara Österberg, Linnea Cvijovic, Marija PLoS One Research Article Flux balance analysis (FBA) is a powerful tool to study genome-scale models of the cellular metabolism, based on finding the optimal flux distributions over the network. While the objective function is crucial for the outcome, its choice, even though motivated by evolutionary arguments, has not been directly connected to related measures. Here, we used an available multi-scale mathematical model of yeast replicative ageing, integrating cellular metabolism, nutrient sensing and damage accumulation, to systematically test the effect of commonly used objective functions on features of replicative ageing in budding yeast, such as the number of cell divisions and the corresponding time between divisions. The simulations confirmed that assuming maximal growth is essential for reaching realistic lifespans. The usage of the parsimonious solution or the additional maximisation of a growth-independent energy cost can improve lifespan predictions, explained by either increased respiratory activity using resources otherwise allocated to cellular growth or by enhancing antioxidative activity, specifically in early life. Our work provides a new perspective on choosing the objective function in FBA by connecting it to replicative ageing. Public Library of Science 2022-10-13 /pmc/articles/PMC9560524/ /pubmed/36227951 http://dx.doi.org/10.1371/journal.pone.0276112 Text en © 2022 Schnitzer et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Schnitzer, Barbara Österberg, Linnea Cvijovic, Marija The choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast |
title | The choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast |
title_full | The choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast |
title_fullStr | The choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast |
title_full_unstemmed | The choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast |
title_short | The choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast |
title_sort | choice of the objective function in flux balance analysis is crucial for predicting replicative lifespans in yeast |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9560524/ https://www.ncbi.nlm.nih.gov/pubmed/36227951 http://dx.doi.org/10.1371/journal.pone.0276112 |
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