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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Online Access: | https://www.mdpi.com/2072-6694/13/18/4609 |
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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 |
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