Literature DB >> 36266270

Systems-biology analysis of rheumatoid arthritis fibroblast-like synoviocytes implicates cell line-specific transcription factor function.

Richard I Ainsworth1,2, Deepa Hammaker3, Gyrid Nygaard3,4, Cecilia Ansalone3, Camilla Machado3, Kai Zhang1, Lina Zheng5, Lucy Carrillo3, Andre Wildberg1, Amanda Kuhs3, Mattias N D Svensson3,6, David L Boyle3, Gary S Firestein7, Wei Wang8,9,10.   

Abstract

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.
© 2022. The Author(s).

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Year:  2022        PMID: 36266270      PMCID: PMC9584907          DOI: 10.1038/s41467-022-33785-w

Source DB:  PubMed          Journal:  Nat Commun        ISSN: 2041-1723            Impact factor:   17.694


  42 in total

1.  NF-kappaB: Holy Grail for rheumatoid arthritis?

Authors:  Gary S Firestein
Journal:  Arthritis Rheum       Date:  2004-08

2.  PI3 kinase δ is a key regulator of synoviocyte function in rheumatoid arthritis.

Authors:  Beatrix Bartok; David L Boyle; Yi Liu; Pingda Ren; Scott T Ball; William D Bugbee; Christian Rommel; Gary S Firestein
Journal:  Am J Pathol       Date:  2012-03-17       Impact factor: 4.307

Review 3.  Synovial tissue research: a state-of-the-art review.

Authors:  Carl Orr; Elsa Vieira-Sousa; David L Boyle; Maya H Buch; Christopher D Buckley; Juan D Cañete; Anca I Catrina; Ernest H S Choy; Paul Emery; Ursula Fearon; Andrew Filer; Danielle Gerlag; Frances Humby; John D Isaacs; Søren A Just; Bernard R Lauwerys; Benoit Le Goff; Antonio Manzo; Trudy McGarry; Iain B McInnes; Aurélie Najm; Constantino Pitzalis; Arthur Pratt; Malcolm Smith; Paul P Tak; Rogier Thurlings; João E Fonseca; Douglas J Veale; Sander W Tas
Journal:  Nat Rev Rheumatol       Date:  2017-07-13       Impact factor: 20.543

4.  Mitogen-activated protein kinase and nuclear factor kappaB together regulate interleukin-17-induced nitric oxide production in human osteoarthritic chondrocytes: possible role of transactivating factor mitogen-activated protein kinase-activated proten kinase (MAPKAPK).

Authors:  J Martel-Pelletier; F Mineau; D Jovanovic; J A Di Battista; J P Pelletier
Journal:  Arthritis Rheum       Date:  1999-11

5.  FIMO: scanning for occurrences of a given motif.

Authors:  Charles E Grant; Timothy L Bailey; William Stafford Noble
Journal:  Bioinformatics       Date:  2011-02-16       Impact factor: 6.937

6.  Novel synthetic retinoic acid inhibits rat collagen arthritis and differentially affects serum immunoglobulin subclass levels.

Authors:  K Kuwabara; K Shudo; Y Hori
Journal:  FEBS Lett       Date:  1996-01-08       Impact factor: 4.124

Review 7.  Precision Medicine in Rheumatoid Arthritis.

Authors:  James Bluett; Anne Barton
Journal:  Rheum Dis Clin North Am       Date:  2017-08       Impact factor: 2.670

8.  Comprehensive epigenetic landscape of rheumatoid arthritis fibroblast-like synoviocytes.

Authors:  Rizi Ai; Teresina Laragione; Deepa Hammaker; David L Boyle; Andre Wildberg; Keisuke Maeshima; Emanuele Palescandolo; Vinod Krishna; David Pocalyko; John W Whitaker; Yuchen Bai; Sunil Nagpal; Kurtis E Bachman; Richard I Ainsworth; Mengchi Wang; Bo Ding; Percio S Gulko; Wei Wang; Gary S Firestein
Journal:  Nat Commun       Date:  2018-05-15       Impact factor: 14.919

9.  Taiji: System-level identification of key transcription factors reveals transcriptional waves in mouse embryonic development.

Authors:  Kai Zhang; Mengchi Wang; Ying Zhao; Wei Wang
Journal:  Sci Adv       Date:  2019-03-27       Impact factor: 14.136

10.  Rituximab versus tocilizumab in anti-TNF inadequate responder patients with rheumatoid arthritis (R4RA): 16-week outcomes of a stratified, biopsy-driven, multicentre, open-label, phase 4 randomised controlled trial.

Authors:  Frances Humby; Patrick Durez; Maya H Buch; Myles J Lewis; Hasan Rizvi; Felice Rivellese; Alessandra Nerviani; Giovanni Giorli; Arti Mahto; Carlomaurizio Montecucco; Bernard Lauwerys; Nora Ng; Pauline Ho; Michele Bombardieri; Vasco C Romão; Patrick Verschueren; Stephen Kelly; Pier Paolo Sainaghi; Nagui Gendi; Bhaskar Dasgupta; Alberto Cauli; Piero Reynolds; Juan D Cañete; Robert Moots; Peter C Taylor; Christopher J Edwards; John Isaacs; Peter Sasieni; Ernest Choy; Costantino Pitzalis
Journal:  Lancet       Date:  2021-01-23       Impact factor: 79.321

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