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Inverse Data-Driven Modeling and Multiomics Analysis Reveals Phgdh as a Metabolic Checkpoint of Macrophage Polarization and Proliferation

Mechanistic or mammalian target of rapamycin complex 1 (mTORC1) is an important regulator of effector functions, proliferation, and cellular metabolism in macrophages. The biochemical processes that are controlled by mTORC1 are still being defined. Here, we demonstrate that integrative multiomics in...

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Autores principales: Wilson, Jayne Louise, Nägele, Thomas, Linke, Monika, Demel, Florian, Fritsch, Stephanie D., Mayr, Hannah Katharina, Cai, Zhengnan, Katholnig, Karl, Sun, Xiaoliang, Fragner, Lena, Miller, Anne, Haschemi, Arvand, Popa, Alexandra, Bergthaler, Andreas, Hengstschläger, Markus, Weichhart, Thomas, Weckwerth, Wolfram
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cell Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7003064/
https://www.ncbi.nlm.nih.gov/pubmed/32023468
http://dx.doi.org/10.1016/j.celrep.2020.01.011
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author Wilson, Jayne Louise
Nägele, Thomas
Linke, Monika
Demel, Florian
Fritsch, Stephanie D.
Mayr, Hannah Katharina
Cai, Zhengnan
Katholnig, Karl
Sun, Xiaoliang
Fragner, Lena
Miller, Anne
Haschemi, Arvand
Popa, Alexandra
Bergthaler, Andreas
Hengstschläger, Markus
Weichhart, Thomas
Weckwerth, Wolfram
author_facet Wilson, Jayne Louise
Nägele, Thomas
Linke, Monika
Demel, Florian
Fritsch, Stephanie D.
Mayr, Hannah Katharina
Cai, Zhengnan
Katholnig, Karl
Sun, Xiaoliang
Fragner, Lena
Miller, Anne
Haschemi, Arvand
Popa, Alexandra
Bergthaler, Andreas
Hengstschläger, Markus
Weichhart, Thomas
Weckwerth, Wolfram
author_sort Wilson, Jayne Louise
collection PubMed
description Mechanistic or mammalian target of rapamycin complex 1 (mTORC1) is an important regulator of effector functions, proliferation, and cellular metabolism in macrophages. The biochemical processes that are controlled by mTORC1 are still being defined. Here, we demonstrate that integrative multiomics in conjunction with a data-driven inverse modeling approach, termed COVRECON, identifies a biochemical node that influences overall metabolic profiles and reactions of mTORC1-dependent macrophage metabolism. Using a combined approach of metabolomics, proteomics, mRNA expression analysis, and enzymatic activity measurements, we demonstrate that Tsc2, a negative regulator of mTORC1 signaling, critically influences the cellular activity of macrophages by regulating the enzyme phosphoglycerate dehydrogenase (Phgdh) in an mTORC1-dependent manner. More generally, while lipopolysaccharide (LPS)-stimulated macrophages repress Phgdh activity, IL-4-stimulated macrophages increase the activity of the enzyme required for the expression of key anti-inflammatory molecules and macrophage proliferation. Thus, we identify Phgdh as a metabolic checkpoint of M2 macrophages.
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spelling pubmed-70030642020-02-11 Inverse Data-Driven Modeling and Multiomics Analysis Reveals Phgdh as a Metabolic Checkpoint of Macrophage Polarization and Proliferation Wilson, Jayne Louise Nägele, Thomas Linke, Monika Demel, Florian Fritsch, Stephanie D. Mayr, Hannah Katharina Cai, Zhengnan Katholnig, Karl Sun, Xiaoliang Fragner, Lena Miller, Anne Haschemi, Arvand Popa, Alexandra Bergthaler, Andreas Hengstschläger, Markus Weichhart, Thomas Weckwerth, Wolfram Cell Rep Article Mechanistic or mammalian target of rapamycin complex 1 (mTORC1) is an important regulator of effector functions, proliferation, and cellular metabolism in macrophages. The biochemical processes that are controlled by mTORC1 are still being defined. Here, we demonstrate that integrative multiomics in conjunction with a data-driven inverse modeling approach, termed COVRECON, identifies a biochemical node that influences overall metabolic profiles and reactions of mTORC1-dependent macrophage metabolism. Using a combined approach of metabolomics, proteomics, mRNA expression analysis, and enzymatic activity measurements, we demonstrate that Tsc2, a negative regulator of mTORC1 signaling, critically influences the cellular activity of macrophages by regulating the enzyme phosphoglycerate dehydrogenase (Phgdh) in an mTORC1-dependent manner. More generally, while lipopolysaccharide (LPS)-stimulated macrophages repress Phgdh activity, IL-4-stimulated macrophages increase the activity of the enzyme required for the expression of key anti-inflammatory molecules and macrophage proliferation. Thus, we identify Phgdh as a metabolic checkpoint of M2 macrophages. Cell Press 2019-02-04 /pmc/articles/PMC7003064/ /pubmed/32023468 http://dx.doi.org/10.1016/j.celrep.2020.01.011 Text en © 2020 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Wilson, Jayne Louise
Nägele, Thomas
Linke, Monika
Demel, Florian
Fritsch, Stephanie D.
Mayr, Hannah Katharina
Cai, Zhengnan
Katholnig, Karl
Sun, Xiaoliang
Fragner, Lena
Miller, Anne
Haschemi, Arvand
Popa, Alexandra
Bergthaler, Andreas
Hengstschläger, Markus
Weichhart, Thomas
Weckwerth, Wolfram
Inverse Data-Driven Modeling and Multiomics Analysis Reveals Phgdh as a Metabolic Checkpoint of Macrophage Polarization and Proliferation
title Inverse Data-Driven Modeling and Multiomics Analysis Reveals Phgdh as a Metabolic Checkpoint of Macrophage Polarization and Proliferation
title_full Inverse Data-Driven Modeling and Multiomics Analysis Reveals Phgdh as a Metabolic Checkpoint of Macrophage Polarization and Proliferation
title_fullStr Inverse Data-Driven Modeling and Multiomics Analysis Reveals Phgdh as a Metabolic Checkpoint of Macrophage Polarization and Proliferation
title_full_unstemmed Inverse Data-Driven Modeling and Multiomics Analysis Reveals Phgdh as a Metabolic Checkpoint of Macrophage Polarization and Proliferation
title_short Inverse Data-Driven Modeling and Multiomics Analysis Reveals Phgdh as a Metabolic Checkpoint of Macrophage Polarization and Proliferation
title_sort inverse data-driven modeling and multiomics analysis reveals phgdh as a metabolic checkpoint of macrophage polarization and proliferation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7003064/
https://www.ncbi.nlm.nih.gov/pubmed/32023468
http://dx.doi.org/10.1016/j.celrep.2020.01.011
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