Genome Scale Modeling to Study the Metabolic Competition between Cells in the Tumor Microenvironment

The tumor’s physiology emerges from the dynamic interplay of numerous cell types, such as cancer cells, immune cells and stromal cells, within the tumor microenvironment. Immune and cancer cells compete for nutrients within the tumor microenvironment, leading to a metabolic battle between these cell...

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Main Authors: Itziar Frades, Carles Foguet, Marta Cascante, Marcos J. Araúzo-Bravo
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/13/18/4609
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spelling doaj-57368942ba4f4382a7359accea77e7d32021-09-25T23:49:36ZengMDPI AGCancers2072-66942021-09-01134609460910.3390/cancers13184609Genome Scale Modeling to Study the Metabolic Competition between Cells in the Tumor MicroenvironmentItziar Frades0Carles Foguet1Marta Cascante2Marcos J. Araúzo-Bravo3Computational Biology and Systems Biomedicine Group, Biodonostia Health Research Institute, 20009 San Sebastian, SpainDepartment of Biochemistry and Molecular Biomedicine, Institute of Biomedicine of University of Barcelona, Faculty of Biology, Universitat de Barcelona, Av. Diagonal 643, 08028 Barcelona, SpainDepartment of Biochemistry and Molecular Biomedicine, Institute of Biomedicine of University of Barcelona, Faculty of Biology, Universitat de Barcelona, Av. Diagonal 643, 08028 Barcelona, SpainComputational Biology and Systems Biomedicine Group, Biodonostia Health Research Institute, 20009 San Sebastian, SpainThe tumor’s physiology emerges from the dynamic interplay of numerous cell types, such as cancer cells, immune cells and stromal cells, within the tumor microenvironment. Immune and cancer cells compete for nutrients within the tumor microenvironment, leading to a metabolic battle between these cell populations. Tumor cells can reprogram their metabolism to meet the high demand of building blocks and ATP for proliferation, and to gain an advantage over the action of immune cells. The study of the metabolic reprogramming mechanisms underlying cancer requires the quantification of metabolic fluxes which can be estimated at the genome-scale with constraint-based or kinetic modeling. Constraint-based models use a set of linear constraints to simulate steady-state metabolic fluxes, whereas kinetic models can simulate both the transient behavior and steady-state values of cellular fluxes and concentrations. The integration of cell- or tissue-specific data enables the construction of context-specific models that reflect cell-type- or tissue-specific metabolic properties. While the available modeling frameworks enable limited modeling of the metabolic crosstalk between tumor and immune cells in the tumor stroma, future developments will likely involve new hybrid kinetic/stoichiometric formulations.https://www.mdpi.com/2072-6694/13/18/4609metabolic reprogramming in cancerimmune systemgenome-scale metabolic modelsconstraint-based modelingstoichiometric modelskinetic metabolic models
collection DOAJ
language English
format Article
sources DOAJ
author Itziar Frades
Carles Foguet
Marta Cascante
Marcos J. Araúzo-Bravo
spellingShingle Itziar Frades
Carles Foguet
Marta Cascante
Marcos J. Araúzo-Bravo
Genome Scale Modeling to Study the Metabolic Competition between Cells in the Tumor Microenvironment
Cancers
metabolic reprogramming in cancer
immune system
genome-scale metabolic models
constraint-based modeling
stoichiometric models
kinetic metabolic models
author_facet Itziar Frades
Carles Foguet
Marta Cascante
Marcos J. Araúzo-Bravo
author_sort Itziar Frades
title Genome Scale Modeling to Study the Metabolic Competition between Cells in the Tumor Microenvironment
title_short Genome Scale Modeling to Study the Metabolic Competition between Cells in the Tumor Microenvironment
title_full Genome Scale Modeling to Study the Metabolic Competition between Cells in the Tumor Microenvironment
title_fullStr Genome Scale Modeling to Study the Metabolic Competition between Cells in the Tumor Microenvironment
title_full_unstemmed Genome Scale Modeling to Study the Metabolic Competition between Cells in the Tumor Microenvironment
title_sort genome scale modeling to study the metabolic competition between cells in the tumor microenvironment
publisher MDPI AG
series Cancers
issn 2072-6694
publishDate 2021-09-01
description The tumor’s physiology emerges from the dynamic interplay of numerous cell types, such as cancer cells, immune cells and stromal cells, within the tumor microenvironment. Immune and cancer cells compete for nutrients within the tumor microenvironment, leading to a metabolic battle between these cell populations. Tumor cells can reprogram their metabolism to meet the high demand of building blocks and ATP for proliferation, and to gain an advantage over the action of immune cells. The study of the metabolic reprogramming mechanisms underlying cancer requires the quantification of metabolic fluxes which can be estimated at the genome-scale with constraint-based or kinetic modeling. Constraint-based models use a set of linear constraints to simulate steady-state metabolic fluxes, whereas kinetic models can simulate both the transient behavior and steady-state values of cellular fluxes and concentrations. The integration of cell- or tissue-specific data enables the construction of context-specific models that reflect cell-type- or tissue-specific metabolic properties. While the available modeling frameworks enable limited modeling of the metabolic crosstalk between tumor and immune cells in the tumor stroma, future developments will likely involve new hybrid kinetic/stoichiometric formulations.
topic metabolic reprogramming in cancer
immune system
genome-scale metabolic models
constraint-based modeling
stoichiometric models
kinetic metabolic models
url https://www.mdpi.com/2072-6694/13/18/4609
work_keys_str_mv AT itziarfrades genomescalemodelingtostudythemetaboliccompetitionbetweencellsinthetumormicroenvironment
AT carlesfoguet genomescalemodelingtostudythemetaboliccompetitionbetweencellsinthetumormicroenvironment
AT martacascante genomescalemodelingtostudythemetaboliccompetitionbetweencellsinthetumormicroenvironment
AT marcosjarauzobravo genomescalemodelingtostudythemetaboliccompetitionbetweencellsinthetumormicroenvironment
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