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

Authors :
Jayne Louise Wilson
Thomas Nägele
Monika Linke
Florian Demel
Stephanie D. Fritsch
Hannah Katharina Mayr
Zhengnan Cai
Karl Katholnig
Xiaoliang Sun
Lena Fragner
Anne Miller
Arvand Haschemi
Alexandra Popa
Andreas Bergthaler
Markus Hengstschläger
Thomas Weichhart
Wolfram Weckwerth
Source :
Cell Reports, Vol 30, Iss 5, Pp 1542-1552.e7 (2020)
Publication Year :
2020
Publisher :
Elsevier, 2020.

Abstract

Summary: 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. : Wilson et al. show that Tsc2, a negative regulator of mTORC1 signaling, critically influences the metabolome of macrophages. Inverse data-driven modeling and multiomics data reveal that Phgdh is an mTORC1-dependent metabolic checkpoint of macrophage proliferation and polarization. Phgdh is required for the expression of key anti-inflammatory molecules and M2 proliferation. Keywords: Tsc2, mTOR, serine/glycine pathway, Phgdh, macrophage polarization, macrophage proliferation, metabolomics, metabolic modeling, biochemical Jacobian, cancer, tumor-associated macrophages

Subjects

Subjects :
Biology (General)
QH301-705.5

Details

Language :
English
ISSN :
22111247
Volume :
30
Issue :
5
Database :
Directory of Open Access Journals
Journal :
Cell Reports
Publication Type :
Academic Journal
Accession number :
edsdoj.50b5a0b6b5e94a3ebbd72f07c421399a
Document Type :
article
Full Text :
https://doi.org/10.1016/j.celrep.2020.01.011