Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Schnitzer, Barbara, Österberg, Linnea, Cvijovic, Marija
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
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
_version_ 1784807767312171008
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
work_keys_str_mv AT schnitzerbarbara thechoiceoftheobjectivefunctioninfluxbalanceanalysisiscrucialforpredictingreplicativelifespansinyeast
AT osterberglinnea thechoiceoftheobjectivefunctioninfluxbalanceanalysisiscrucialforpredictingreplicativelifespansinyeast
AT cvijovicmarija thechoiceoftheobjectivefunctioninfluxbalanceanalysisiscrucialforpredictingreplicativelifespansinyeast
AT schnitzerbarbara choiceoftheobjectivefunctioninfluxbalanceanalysisiscrucialforpredictingreplicativelifespansinyeast
AT osterberglinnea choiceoftheobjectivefunctioninfluxbalanceanalysisiscrucialforpredictingreplicativelifespansinyeast
AT cvijovicmarija choiceoftheobjectivefunctioninfluxbalanceanalysisiscrucialforpredictingreplicativelifespansinyeast