Gene expression profiling meta-analysis reveals novel gene signatures and pathways shared between tuberculosis and rheumatoid arthritis

被引:20
作者
Badr, M. T. [1 ]
Haecker, G. [1 ,2 ]
机构
[1] Univ Freiburg, Inst Med Microbiol & Hyg, Med Ctr, Fac Med, Freiburg, Germany
[2] Univ Freiburg, BIOSS Ctr Biol Signaling Studies, Freiburg, Germany
关键词
INNATE IMMUNITY; TLR5; RISK; NETWORKANALYST; PATHOGENESIS; ANTIBODIES; INFECTION; LIGATION; ONTOLOGY; BIOLOGY;
D O I
10.1371/journal.pone.0213470
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
Tuberculosis (TB) is among the leading causes of death by infectious diseases. An epidemiological association between Mycobacterium tuberculosis infection and autoimmune diseases like rheumatoid arthritis (RA) has been reported but it remains unclear if there is a causal relationship, and if so, which molecular pathways and regulatory mechanisms contribute to it. Here we used a computational biology approach by global gene expression meta-analysis to identify candidate genes and pathways that may link TB and RA. Data were collected from public expression databases such as NCBI GEO. Studies were selected that analyzed mRNA-expression in whole blood or blood cell populations in human case control studies at comparable conditions. Six TB and RA datasets (41 active TB patients, 33 RA patients, and 67 healthy controls) were included in the downstream analysis. This approach allowed the identification of deregulated genes that had not been identified in the single analysis of TB or RA patients and that were co-regulated in TB and RA patients compared to healthy subjects. The genes encoding TLR5, TNFSF10/TRAIL, PPP1R16B/TIMAP, SIAH1, PIK3IP1, and IL17RA were among the genes that were most significantly deregulated in TB and RA. Pathway enrichment analysis revealed 'T cell receptor signaling pathway', Toll-like receptor signaling pathway,' and 'virus defense related pathways' among the pathways most strongly associated with both diseases. The identification of a common gene signature and pathways substantiates the observation of an epidemiological association of TB and RA and provides clues on the mechanistic basis of this association. Newly identified genes may be a basis for future functional and epidemiological studies.
引用
收藏
页数:16
相关论文
共 64 条
[1]
Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[2]
CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[3]
Systemic Monocytic-MDSCs Are Generated from Monocytes and Correlate with Disease Progression in Breast Cancer Patients [J].
Bergenfelz, Caroline ;
Larsson, Anna-Maria ;
von Stedingk, Kristoffer ;
Gruvberger-Saal, Sofia ;
Aaltonen, Kristina ;
Jansson, Sara ;
Jernstrom, Helena ;
Janols, Helena ;
Wullt, Marlene ;
Bredberg, Anders ;
Ryden, Lisa ;
Leandersson, Karin .
PLOS ONE, 2015, 10 (05)
[4]
An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis [J].
Berry, Matthew P. R. ;
Graham, Christine M. ;
McNab, Finlay W. ;
Xu, Zhaohui ;
Bloch, Susannah A. A. ;
Oni, Tolu ;
Wilkinson, Katalin A. ;
Banchereau, Romain ;
Skinner, Jason ;
Wilkinson, Robert J. ;
Quinn, Charles ;
Blankenship, Derek ;
Dhawan, Ranju ;
Cush, John J. ;
Mejias, Asuncion ;
Ramilo, Octavio ;
Kon, Onn M. ;
Pascual, Virginia ;
Banchereau, Jacques ;
Chaussabel, Damien ;
O'Garra, Anne .
NATURE, 2010, 466 (7309) :973-U98
[5]
CluePedia Cytoscape plugin: pathway insights using integrated experimental and in silico data [J].
Bindea, Gabriela ;
Galon, Jerome ;
Mlecnik, Bernhard .
BIOINFORMATICS, 2013, 29 (05) :661-663
[6]
ClueGO: a Cytoscape plug-in to decipher functionally grouped gene ontology and pathway annotation networks [J].
Bindea, Gabriela ;
Mlecnik, Bernhard ;
Hackl, Hubert ;
Charoentong, Pornpimol ;
Tosolini, Marie ;
Kirilovsky, Amos ;
Fridman, Wolf-Herman ;
Pages, Franck ;
Trajanoski, Zlatko ;
Galon, Jerome .
BIOINFORMATICS, 2009, 25 (08) :1091-1093
[7]
TRAIL Death Receptor-4, Decoy Receptor-1 and Decoy Receptor-2 Expression on CD8+ T Cells Correlate with the Disease Severity in Patients with Rheumatoid Arthritis [J].
Bisgin, Atil ;
Terzioglu, Ender ;
Aydin, Cigdem ;
Yoldas, Burcak ;
Yazisiz, Veli ;
Balci, Nilufer ;
Bagci, Huseyin ;
Gorczynski, Reginald M. ;
Akdis, Cezmi A. ;
Sanlioglu, Salih .
BMC MUSCULOSKELETAL DISORDERS, 2010, 11
[8]
Bloom BR, 2017, Tuberculosis. Major Infectious Diseases
[9]
Bordignon V, 2011, J BIOL REG HOMEOS AG, V25, P213
[10]
InnateDB: systems biology of innate immunity and beyond-recent updates and continuing curation [J].
Breuer, Karin ;
Foroushani, Amir K. ;
Laird, Matthew R. ;
Chen, Carol ;
Sribnaia, Anastasia ;
Lo, Raymond ;
Winsor, Geoffrey L. ;
Hancock, Robert E. W. ;
Brinkman, Fiona S. L. ;
Lynn, David J. .
NUCLEIC ACIDS RESEARCH, 2013, 41 (D1) :D1228-D1233