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

Author

Listed:
  • Elisa Setten

    (IRCCS Humanitas Research Hospital
    Università degli Studi di Milano
    University of Torino
    Candiolo Cancer Institute-IRCCS-FPO)

  • Alessandra Castagna

    (IRCCS Humanitas Research Hospital
    Technical Research and Development, GSK, 1 Via Fiorentina)

  • Josué Manik Nava-Sedeño

    (National Autonomous University of Mexico)

  • Jonathan Weber

    (IRIMAS Institute, Université de Haute-Alsace)

  • Roberta Carriero

    (IRCCS Humanitas Research Hospital)

  • Andreas Reppas

    (Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität)

  • Valery Volk

    (Hannover Medical School)

  • Jessica Schmitz

    (Hannover Medical School)

  • Wilfried Gwinner

    (Hannover Medical School)

  • Haralampos Hatzikirou

    (Khalifa University
    Technische Univesität Dresden, Center for Information Services and High Performance Computing
    Khalifa University of Science and Technology)

  • Friedrich Feuerhake

    (Hannover Medical School
    University Clinic Freiburg)

  • Massimo Locati

    (IRCCS Humanitas Research Hospital
    Università degli Studi di Milano)

Abstract

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.

Suggested Citation

  • Elisa Setten & Alessandra Castagna & Josué Manik Nava-Sedeño & Jonathan Weber & Roberta Carriero & Andreas Reppas & Valery Volk & Jessica Schmitz & Wilfried Gwinner & Haralampos Hatzikirou & Friedrich, 2022. "Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context," Nature Communications, Nature, vol. 13(1), pages 1-22, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-34241-5
    DOI: 10.1038/s41467-022-34241-5
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    References listed on IDEAS

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    1. Joel E Cohen, 2004. "Mathematics Is Biology's Next Microscope, Only Better; Biology Is Mathematics' Next Physics, Only Better," PLOS Biology, Public Library of Science, vol. 2(12), pages 1-1, December.
    2. Yingyao Zhou & Bin Zhou & Lars Pache & Max Chang & Alireza Hadj Khodabakhshi & Olga Tanaseichuk & Christopher Benner & Sumit K. Chanda, 2019. "Metascape provides a biologist-oriented resource for the analysis of systems-level datasets," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
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    1. Shimrit Mayer & Tomer Milo & Achinoam Isaacson & Coral Halperin & Shoval Miyara & Yaniv Stein & Chen Lior & Meirav Pevsner-Fischer & Eldad Tzahor & Avi Mayo & Uri Alon & Ruth Scherz-Shouval, 2023. "The tumor microenvironment shows a hierarchy of cell-cell interactions dominated by fibroblasts," Nature Communications, Nature, vol. 14(1), pages 1-17, December.

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