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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...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cell Press
2019
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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. |
format | Online Article Text |
id | pubmed-7003064 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Cell Press |
record_format | MEDLINE/PubMed |
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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