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Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function
Rheumatoid arthritis (RA) is an immune-mediated disease affecting diarthrodial joints that remains an unmet medical need despite improved therapy. This limitation likely reflects the diversity of pathogenic pathways in RA, with individual patients demonstrating variable responses to targeted therapi...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9584907/ https://www.ncbi.nlm.nih.gov/pubmed/36266270 http://dx.doi.org/10.1038/s41467-022-33785-w |
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author | Ainsworth, Richard I. Hammaker, Deepa Nygaard, Gyrid Ansalone, Cecilia Machado, Camilla Zhang, Kai Zheng, Lina Carrillo, Lucy Wildberg, Andre Kuhs, Amanda Svensson, Mattias N. D. Boyle, David L. Firestein, Gary S. Wang, Wei |
author_facet | Ainsworth, Richard I. Hammaker, Deepa Nygaard, Gyrid Ansalone, Cecilia Machado, Camilla Zhang, Kai Zheng, Lina Carrillo, Lucy Wildberg, Andre Kuhs, Amanda Svensson, Mattias N. D. Boyle, David L. Firestein, Gary S. Wang, Wei |
author_sort | Ainsworth, Richard I. |
collection | PubMed |
description | Rheumatoid arthritis (RA) is an immune-mediated disease affecting diarthrodial joints that remains an unmet medical need despite improved therapy. This limitation likely reflects the diversity of pathogenic pathways in RA, with individual patients demonstrating variable responses to targeted therapies. Better understanding of RA pathogenesis would be aided by a more complete characterization of the disease. To tackle this challenge, we develop and apply a systems biology approach to identify important transcription factors (TFs) in individual RA fibroblast-like synoviocyte (FLS) cell lines by integrating transcriptomic and epigenomic information. Based on the relative importance of the identified TFs, we stratify the RA FLS cell lines into two subtypes with distinct phenotypes and predicted active pathways. We biologically validate these predictions for the top subtype-specific TF RARα and demonstrate differential regulation of TGFβ signaling in the two subtypes. This study characterizes clusters of RA cell lines with distinctive TF biology by integrating transcriptomic and epigenomic data, which could pave the way towards a greater understanding of disease heterogeneity. |
format | Online Article Text |
id | pubmed-9584907 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-95849072022-10-22 Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function Ainsworth, Richard I. Hammaker, Deepa Nygaard, Gyrid Ansalone, Cecilia Machado, Camilla Zhang, Kai Zheng, Lina Carrillo, Lucy Wildberg, Andre Kuhs, Amanda Svensson, Mattias N. D. Boyle, David L. Firestein, Gary S. Wang, Wei Nat Commun Article Rheumatoid arthritis (RA) is an immune-mediated disease affecting diarthrodial joints that remains an unmet medical need despite improved therapy. This limitation likely reflects the diversity of pathogenic pathways in RA, with individual patients demonstrating variable responses to targeted therapies. Better understanding of RA pathogenesis would be aided by a more complete characterization of the disease. To tackle this challenge, we develop and apply a systems biology approach to identify important transcription factors (TFs) in individual RA fibroblast-like synoviocyte (FLS) cell lines by integrating transcriptomic and epigenomic information. Based on the relative importance of the identified TFs, we stratify the RA FLS cell lines into two subtypes with distinct phenotypes and predicted active pathways. We biologically validate these predictions for the top subtype-specific TF RARα and demonstrate differential regulation of TGFβ signaling in the two subtypes. This study characterizes clusters of RA cell lines with distinctive TF biology by integrating transcriptomic and epigenomic data, which could pave the way towards a greater understanding of disease heterogeneity. Nature Publishing Group UK 2022-10-20 /pmc/articles/PMC9584907/ /pubmed/36266270 http://dx.doi.org/10.1038/s41467-022-33785-w 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 Ainsworth, Richard I. Hammaker, Deepa Nygaard, Gyrid Ansalone, Cecilia Machado, Camilla Zhang, Kai Zheng, Lina Carrillo, Lucy Wildberg, Andre Kuhs, Amanda Svensson, Mattias N. D. Boyle, David L. Firestein, Gary S. Wang, Wei Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function |
title | Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function |
title_full | Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function |
title_fullStr | Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function |
title_full_unstemmed | Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function |
title_short | Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function |
title_sort | systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9584907/ https://www.ncbi.nlm.nih.gov/pubmed/36266270 http://dx.doi.org/10.1038/s41467-022-33785-w |
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