A validated gene regulatory network and GWAS identifies early regulators of T cell-associated diseases

被引:53
作者
Gustafsson, Mika [1 ,2 ]
Gawel, Danuta R. [1 ]
Alfredsson, Lars [3 ]
Baranzini, Sergio [4 ]
Bjorkander, Janne [5 ]
Blomgran, Robert [6 ]
Hellberg, Sandra [7 ]
Eklund, Daniel [8 ]
Ernerudh, Jan [7 ,8 ]
Kockum, Ingrid [9 ,10 ]
Konstantinell, Aelita [1 ,11 ]
Lahesmaa, Riita [12 ,13 ]
Lentini, Antonio [1 ]
Liljenstrom, H. Robert I. [1 ]
Mattson, Lina [1 ]
Matussek, Andreas [5 ]
Mellergard, Johan [14 ,15 ]
Mendez, Melissa [16 ]
Olsson, Tomas [9 ,10 ]
Pujana, Miguel A. [17 ]
Rasool, Omid [12 ,13 ]
Serra-Musach, Jordi [17 ]
Stenmarker, Margaretha [5 ]
Tripathi, Subhash [12 ,13 ]
Viitala, Miro [12 ,13 ]
Wang, Hui [1 ,18 ]
Zhang, Huan [1 ]
Nestor, Colm E. [1 ]
Benson, Mikael [1 ]
机构
[1] Linkoping Univ, Div Pediat, Dept Clin & Expt Med, Ctr Individualised Med, SE-58183 Linkoping, Sweden
[2] Linkoping Univ, Dept Phys Chem & Biol, Bioinformat, SE-58183 Linkoping, Sweden
[3] Karolinska Inst, Inst Environm Med, SE-17177 Solna, Sweden
[4] Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94158 USA
[5] Cty Council Jonkoping, Futurum Acad Hlth & Care, SE-55185 Jonkoping, Sweden
[6] Linkoping Univ, Div Microbiol & Mol Med, Dept Clin & Expt Med, SE-58183 Linkoping, Sweden
[7] Linkoping Univ, Unit Autoimmun & Immune Regulat, Div Clin Immunol, Dept Clin & Expt Med, SE-58183 Linkoping, Sweden
[8] Linkoping Univ, Dept Clin Immunol & Transfus Med, SE-58183 Linkoping, Sweden
[9] Karolinska Inst, Dept Clin Neurosci, SE-17177 Stockholm, Sweden
[10] Ctr Mol Med, SE-17177 Stockholm, Sweden
[11] Arctic Univ Norway, Dept Med Biol, NO-9037 Tromso, Norway
[12] Univ Turku, Turku Ctr Biotechnol, FI-20520 Turku, Finland
[13] Abo Akad Univ, FI-20520 Turku, Finland
[14] Linkoping Univ, Dept Neurol, SE-58183 Linkoping, Sweden
[15] Linkoping Univ, Dept Clin & Expt Med, SE-58183 Linkoping, Sweden
[16] Univ Peruana Cayetano Heredia, LID, Lab Invest Enfermedades Infecciosas, PE-15102 Lima, Peru
[17] Catalan Inst Oncol, IDIBELL, Program Canc Therapeut Resistance ProCURE, Canc & Syst Biol Unit, ES-08908 Barcelona, Spain
[18] Univ Texas MD Anderson Canc Ctr, Dept Immunol, Houston, TX 77030 USA
基金
英国医学研究理事会; 芬兰科学院;
关键词
MULTIPLE-SCLEROSIS; EXPRESSION; VARIANTS; RISK; RNA; MECHANISMS; ALGORITHM; INFERENCE; DATABASE; BINDING;
D O I
10.1126/scitranslmed.aad2722
中图分类号
Q2 [细胞生物学];
学科分类号
071013 [干细胞生物学];
摘要
Early regulators of disease may increase understanding of disease mechanisms and serve as markers for presymptomatic diagnosis and treatment. However, early regulators are difficult to identify because patients generally present after they are symptomatic. We hypothesized that early regulators of T cell-associated diseases could be found by identifying upstream transcription factors (TFs) in T cell differentiation and by prioritizing hub TFs that were enriched for disease-associated polymorphisms. A gene regulatory network (GRN) was constructed by time series profiling of the transcriptomes and methylomes of human CD4(+) T cells during in vitro differentiation into four helper T cell lineages, in combination with sequence-based TF binding predictions. The TFs GATA3, MAF, and MYB were identified as early regulators and validated by ChIP-seq (chromatin immunoprecipitation sequencing) and small interfering RNA knockdowns. Differential mRNA expression of the TFs and their targets in T cell-associated diseases supports their clinical relevance. To directly test if the TFs were altered early in disease, T cells from patients with two T cell-mediated diseases, multiple sclerosis and seasonal allergic rhinitis, were analyzed. Strikingly, the TFs were differentially expressed during asymptomatic stages of both diseases, whereas their targets showed altered expression during symptomatic stages. This analytical strategy to identify early regulators of disease by combining GRNs with genome-wide association studies may be generally applicable for functional and clinical studies of early disease development.
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页数:9
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