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

被引:27
作者
Ainsworth, Richard, I [1 ,2 ]
Hammaker, Deepa [3 ]
Nygaard, Gyrid [3 ,5 ]
Ansalone, Cecilia [3 ]
Machado, Camilla [3 ]
Zhang, Kai [1 ]
Zheng, Lina [4 ]
Carrillo, Lucy [3 ]
Wildberg, Andre [1 ]
Kuhs, Amanda [3 ]
Svensson, Mattias N. D. [3 ,6 ]
Boyle, David L. [3 ]
Firestein, Gary S. [3 ]
Wang, Wei [1 ,2 ,4 ]
机构
[1] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Dept Cellular & Mol Med, La Jolla, CA 92093 USA
[3] Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
[4] Univ Calif San Diego, Bioinformat & Syst Biol Program, La Jolla, CA 92093 USA
[5] Haukeland Hosp, Div Psychiat, Bergen, Norway
[6] Univ Gothenburg, Sahlgrenska Acad, Inst Med, Dept Rheumatol & Inflammat Res, Gothenburg, Sweden
关键词
COLLAGEN ARTHRITIS; KAPPA-B; INFLAMMATION; INHIBITION; KINASE; GROWTH;
D O I
10.1038/s41467-022-33785-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
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 RAR alpha and demonstrate differential regulation of TGF beta 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. Fibroblast-like synoviocytes (FLS) are used as a model of rheumatoid arthritis synoviocytes, although cell lines derived from individual patients can have heterogeneous biology. Here the authors use a Taiji computational approach to analyze gene expression, chromatin accessibility and functional differences between individual patient-derived RA FLS lines.
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页数:11
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