A simplified metabolic network reconstruction to promote understanding and development of flux balance analysis tools
- PMID: 30584952
- DOI: 10.1016/j.compbiomed.2018.12.010
A simplified metabolic network reconstruction to promote understanding and development of flux balance analysis tools
Abstract
GEnome-scale Network REconstructions (GENREs) mathematically describe metabolic reactions of an organism or a specific cell type. GENREs can be used with a number of constraint-based reconstruction and analysis (COBRA) methods to make computational predictions on how a system changes in different environments. We created a simplified GENRE (referred to as iSIM) that captures central energy metabolism with nine metabolic reactions to illustrate the use of and promote the understanding of GENREs and constraint-based methods. We demonstrate the simulation of single and double gene deletions, flux variability analysis (FVA), and test a number of metabolic tasks with the GENRE. Code to perform these analyses is provided in Python, R, and MATLAB. Finally, with iSIM as a guide, we demonstrate how inaccuracies in GENREs can limit their use in the interrogation of energy metabolism.
Keywords: Computational modeling; Flux balance analysis; Metabolic engineering; Metabolic networks; Systems biology.
Copyright © 2018. Published by Elsevier Ltd.
Similar articles
-
Managing uncertainty in metabolic network structure and improving predictions using EnsembleFBA.PLoS Comput Biol. 2017 Mar 6;13(3):e1005413. doi: 10.1371/journal.pcbi.1005413. eCollection 2017 Mar. PLoS Comput Biol. 2017. PMID: 28263984 Free PMC article.
-
Comparative Metabolic Network Flux Analysis to Identify Differences in Cellular Metabolism.Methods Mol Biol. 2020;2088:223-269. doi: 10.1007/978-1-0716-0159-4_11. Methods Mol Biol. 2020. PMID: 31893377
-
Genome-Scale 13C Fluxomics Modeling for Metabolic Engineering of Saccharomyces cerevisiae.Methods Mol Biol. 2019;1859:317-345. doi: 10.1007/978-1-4939-8757-3_19. Methods Mol Biol. 2019. PMID: 30421239
-
Use of CellNetAnalyzer in biotechnology and metabolic engineering.J Biotechnol. 2017 Nov 10;261:221-228. doi: 10.1016/j.jbiotec.2017.05.001. Epub 2017 May 10. J Biotechnol. 2017. PMID: 28499817 Review.
-
Quantitative intracellular flux modeling and applications in biotherapeutic development and production using CHO cell cultures.Biotechnol Bioeng. 2017 Dec;114(12):2717-2728. doi: 10.1002/bit.26384. Epub 2017 Sep 11. Biotechnol Bioeng. 2017. PMID: 28710856 Review.
Cited by
-
Loss of full-length dystrophin expression results in major cell-autonomous abnormalities in proliferating myoblasts.Elife. 2022 Sep 27;11:e75521. doi: 10.7554/eLife.75521. Elife. 2022. PMID: 36164827 Free PMC article.
-
Fuzzy optimization for identifying anti-cancer targets with few side effects in constraint-based models of head and neck cancer.R Soc Open Sci. 2022 Oct 26;9(10):220633. doi: 10.1098/rsos.220633. eCollection 2022 Oct. R Soc Open Sci. 2022. PMID: 36303939 Free PMC article.
-
New Therapeutic Candidates for the Treatment of Malassezia pachydermatis -Associated Infections.Sci Rep. 2020 Mar 17;10(1):4860. doi: 10.1038/s41598-020-61729-1. Sci Rep. 2020. PMID: 32184419 Free PMC article.
-
Predicting changes in renal metabolism after compound exposure with a genome-scale metabolic model.Toxicol Appl Pharmacol. 2021 Feb 1;412:115390. doi: 10.1016/j.taap.2020.115390. Epub 2020 Dec 31. Toxicol Appl Pharmacol. 2021. PMID: 33387578 Free PMC article.
-
Exploring the expressiveness of abstract metabolic networks.PLoS One. 2023 Feb 9;18(2):e0281047. doi: 10.1371/journal.pone.0281047. eCollection 2023. PLoS One. 2023. PMID: 36758030 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources