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Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context

Fibrosis is a progressive biological condition, leading to organ dysfunction in various clinical settings. Although fibroblasts and macrophages are known as key cellular players for fibrosis development, a comprehensive functional model that considers their interaction in the metabolic/immunologic c...

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Autores principales: Setten, Elisa, Castagna, Alessandra, Nava-Sedeño, Josué Manik, Weber, Jonathan, Carriero, Roberta, Reppas, Andreas, Volk, Valery, Schmitz, Jessica, Gwinner, Wilfried, Hatzikirou, Haralampos, Feuerhake, Friedrich, Locati, Massimo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9618579/
https://www.ncbi.nlm.nih.gov/pubmed/36310236
http://dx.doi.org/10.1038/s41467-022-34241-5
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author Setten, Elisa
Castagna, Alessandra
Nava-Sedeño, Josué Manik
Weber, Jonathan
Carriero, Roberta
Reppas, Andreas
Volk, Valery
Schmitz, Jessica
Gwinner, Wilfried
Hatzikirou, Haralampos
Feuerhake, Friedrich
Locati, Massimo
author_facet Setten, Elisa
Castagna, Alessandra
Nava-Sedeño, Josué Manik
Weber, Jonathan
Carriero, Roberta
Reppas, Andreas
Volk, Valery
Schmitz, Jessica
Gwinner, Wilfried
Hatzikirou, Haralampos
Feuerhake, Friedrich
Locati, Massimo
author_sort Setten, Elisa
collection PubMed
description Fibrosis is a progressive biological condition, leading to organ dysfunction in various clinical settings. Although fibroblasts and macrophages are known as key cellular players for fibrosis development, a comprehensive functional model that considers their interaction in the metabolic/immunologic context of fibrotic tissue has not been set up. Here we show, by transcriptome-based mathematical modeling in an in vitro system that represents macrophage-fibroblast interplay and reflects the functional effects of inflammation, hypoxia and the adaptive immune context, that irreversible fibrosis development is associated with specific combinations of metabolic and inflammatory cues. The in vitro signatures are in good alignment with transcriptomic profiles generated on laser captured glomeruli and cortical tubule-interstitial area, isolated from human transplanted kidneys with advanced stages of glomerulosclerosis and interstitial fibrosis/tubular atrophy, two clinically relevant conditions associated with organ failure in renal allografts. The model we describe here is validated on tissue based quantitative immune-phenotyping of biopsies from transplanted kidneys, demonstrating its feasibility. We conclude that the combination of in vitro and in silico modeling represents a powerful systems medicine approach to dissect fibrosis pathogenesis, applicable to specific pathological conditions, and develop coordinated targeted approaches.
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spelling pubmed-96185792022-11-01 Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context Setten, Elisa Castagna, Alessandra Nava-Sedeño, Josué Manik Weber, Jonathan Carriero, Roberta Reppas, Andreas Volk, Valery Schmitz, Jessica Gwinner, Wilfried Hatzikirou, Haralampos Feuerhake, Friedrich Locati, Massimo Nat Commun Article Fibrosis is a progressive biological condition, leading to organ dysfunction in various clinical settings. Although fibroblasts and macrophages are known as key cellular players for fibrosis development, a comprehensive functional model that considers their interaction in the metabolic/immunologic context of fibrotic tissue has not been set up. Here we show, by transcriptome-based mathematical modeling in an in vitro system that represents macrophage-fibroblast interplay and reflects the functional effects of inflammation, hypoxia and the adaptive immune context, that irreversible fibrosis development is associated with specific combinations of metabolic and inflammatory cues. The in vitro signatures are in good alignment with transcriptomic profiles generated on laser captured glomeruli and cortical tubule-interstitial area, isolated from human transplanted kidneys with advanced stages of glomerulosclerosis and interstitial fibrosis/tubular atrophy, two clinically relevant conditions associated with organ failure in renal allografts. The model we describe here is validated on tissue based quantitative immune-phenotyping of biopsies from transplanted kidneys, demonstrating its feasibility. We conclude that the combination of in vitro and in silico modeling represents a powerful systems medicine approach to dissect fibrosis pathogenesis, applicable to specific pathological conditions, and develop coordinated targeted approaches. Nature Publishing Group UK 2022-10-30 /pmc/articles/PMC9618579/ /pubmed/36310236 http://dx.doi.org/10.1038/s41467-022-34241-5 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Setten, Elisa
Castagna, Alessandra
Nava-Sedeño, Josué Manik
Weber, Jonathan
Carriero, Roberta
Reppas, Andreas
Volk, Valery
Schmitz, Jessica
Gwinner, Wilfried
Hatzikirou, Haralampos
Feuerhake, Friedrich
Locati, Massimo
Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context
title Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context
title_full Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context
title_fullStr Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context
title_full_unstemmed Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context
title_short Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context
title_sort understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9618579/
https://www.ncbi.nlm.nih.gov/pubmed/36310236
http://dx.doi.org/10.1038/s41467-022-34241-5
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