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Genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer

Colorectal cancer (CRC) shows high incidence and mortality, partly due to the tumor microenvironment (TME), which is viewed as an active promoter of disease progression. Macrophages are among the most abundant cells in the TME. These immune cells are generally categorized as M1, with inflammatory an...

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Autores principales: Gelbach, Patrick E., Finley, Stacey D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10474475/
https://www.ncbi.nlm.nih.gov/pubmed/37664588
http://dx.doi.org/10.1016/j.isci.2023.107569
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author Gelbach, Patrick E.
Finley, Stacey D.
author_facet Gelbach, Patrick E.
Finley, Stacey D.
author_sort Gelbach, Patrick E.
collection PubMed
description Colorectal cancer (CRC) shows high incidence and mortality, partly due to the tumor microenvironment (TME), which is viewed as an active promoter of disease progression. Macrophages are among the most abundant cells in the TME. These immune cells are generally categorized as M1, with inflammatory and anti-cancer properties, or M2, which promote tumor proliferation and survival. Although the M1/M2 subclassification scheme is strongly influenced by metabolism, the metabolic divergence between the subtypes remains poorly understood. Therefore, we generated a suite of computational models that characterize the M1- and M2-specific metabolic states. Our models show key differences between the M1 and M2 metabolic networks and capabilities. We leverage the models to identify metabolic perturbations that cause the metabolic state of M2 macrophages to more closely resemble M1 cells. Overall, this work increases understanding of macrophage metabolism in CRC and elucidates strategies to promote the metabolic state of anti-tumor macrophages.
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spelling pubmed-104744752023-09-03 Genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer Gelbach, Patrick E. Finley, Stacey D. iScience Article Colorectal cancer (CRC) shows high incidence and mortality, partly due to the tumor microenvironment (TME), which is viewed as an active promoter of disease progression. Macrophages are among the most abundant cells in the TME. These immune cells are generally categorized as M1, with inflammatory and anti-cancer properties, or M2, which promote tumor proliferation and survival. Although the M1/M2 subclassification scheme is strongly influenced by metabolism, the metabolic divergence between the subtypes remains poorly understood. Therefore, we generated a suite of computational models that characterize the M1- and M2-specific metabolic states. Our models show key differences between the M1 and M2 metabolic networks and capabilities. We leverage the models to identify metabolic perturbations that cause the metabolic state of M2 macrophages to more closely resemble M1 cells. Overall, this work increases understanding of macrophage metabolism in CRC and elucidates strategies to promote the metabolic state of anti-tumor macrophages. Elsevier 2023-08-09 /pmc/articles/PMC10474475/ /pubmed/37664588 http://dx.doi.org/10.1016/j.isci.2023.107569 Text en © 2023 The Authors https://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
Gelbach, Patrick E.
Finley, Stacey D.
Genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer
title Genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer
title_full Genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer
title_fullStr Genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer
title_full_unstemmed Genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer
title_short Genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer
title_sort genome-scale modeling predicts metabolic differences between macrophage subtypes in colorectal cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10474475/
https://www.ncbi.nlm.nih.gov/pubmed/37664588
http://dx.doi.org/10.1016/j.isci.2023.107569
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