Skip to main content
Top
Published in: European Archives of Oto-Rhino-Laryngology 1/2017

01-01-2017 | Rhinology

Identification of potential crucial gene network related to seasonal allergic rhinitis using microarray data

Authors: Jun Shi, Ying Zhang, Shanshan Qi, Guanghui Liu, Xiang Dong, Nan Huang, Wenjing Li, Hao Chen, Bingmei Zhu

Published in: European Archives of Oto-Rhino-Laryngology | Issue 1/2017

Login to get access

Abstract

The aim of this study was to reveal a potential key gene network associated with seasonal allergic rhinitis (SAR). The microarray data GSE50101 downloaded from Gene Expression Omnibus were used to screen differentially expressed genes (DEGs) between SAR patients and healthy controls. Then, functional enrichment analysis was conducted using Database for Annotation, Visualization, and Integrated Discovery. Afterwards, the protein–protein interactions (PPIs) of DEGs were obtained from STRING, and the PPI network was constructed. In addition, the PPI network module was analyzed. In total, 98 up-regulated and 63 down-regulated DEGs were identified from the SAR samples, comparing the healthy controls. The up-regulated DEGs were mainly enriched in the Gene Ontology terms about cell death (e.g., DUSP1 and JUN) and pathways related to immune (e.g., FOS and JUN). The down-regulated DEGs were mainly enriched in regulation of transcription (e.g., CEBPD and SCML1). In the PPI network, a set of genes was predicted to interact with each other, such as FOS, JUN, and CEBPD. Furthermore, genes in the network module (e.g., FOS, JUN and CEBPD) was mainly enriched in regulation of transcription, and pathways about immune, such as mitogen-activated protein kinase signaling pathway, B cell receptor signaling pathway, and toll-like receptor signaling pathway. Several genes related to immunity and regulation of transcription, such as FOS, JUN, and CEBPD, may play crucial roles during the process of SAR through the interactions with each other.
Literature
1.
go back to reference Leung KC, Hon KL (2013) Seasonal allergic rhinitis. Recent Pat Inflamm Allergy Drug Discov 7:187–201CrossRefPubMed Leung KC, Hon KL (2013) Seasonal allergic rhinitis. Recent Pat Inflamm Allergy Drug Discov 7:187–201CrossRefPubMed
2.
go back to reference Cavkaytar O, Akdis CA, Akdis M (2014) Modulation of immune responses by immunotherapy in allergic diseases. Curr Opin Pharmacol 17:30–37CrossRefPubMed Cavkaytar O, Akdis CA, Akdis M (2014) Modulation of immune responses by immunotherapy in allergic diseases. Curr Opin Pharmacol 17:30–37CrossRefPubMed
3.
go back to reference Haenuki Y, Matsushita K, Futatsugi-Yumikura S, Ishii KJ, Kawagoe T, Imoto Y, Fujieda S, Yasuda M, Hisa Y, Akira S (2012) A critical role of IL-33 in experimental allergic rhinitis. J Allergy Clin Immunol 130(184–194):e111 Haenuki Y, Matsushita K, Futatsugi-Yumikura S, Ishii KJ, Kawagoe T, Imoto Y, Fujieda S, Yasuda M, Hisa Y, Akira S (2012) A critical role of IL-33 in experimental allergic rhinitis. J Allergy Clin Immunol 130(184–194):e111
4.
go back to reference Ando N, Nakamura Y, Ishimaru K, Ogawa H, Okumura K, Shimada S, Nakao A (2015) Allergen-specific basophil reactivity exhibits daily variations in seasonal allergic rhinitis. Allergy 70:319–322CrossRefPubMed Ando N, Nakamura Y, Ishimaru K, Ogawa H, Okumura K, Shimada S, Nakao A (2015) Allergen-specific basophil reactivity exhibits daily variations in seasonal allergic rhinitis. Allergy 70:319–322CrossRefPubMed
5.
go back to reference Thornton MA, Akasheh N, Walsh M-T, Moloney M, Sheahan PO, Smyth CM, Walsh RM, Morgan RM, Curran DR, Walsh MT (2013) Eosinophil recruitment to nasal nerves after allergen challenge in allergic rhinitis. Clin Immunol 147:50–57CrossRefPubMed Thornton MA, Akasheh N, Walsh M-T, Moloney M, Sheahan PO, Smyth CM, Walsh RM, Morgan RM, Curran DR, Walsh MT (2013) Eosinophil recruitment to nasal nerves after allergen challenge in allergic rhinitis. Clin Immunol 147:50–57CrossRefPubMed
6.
7.
go back to reference Smyth GK (2005) LIMMA: linear models for microarray data. In: Bioinformatics and computational biology solutions using R and Bioconductor. Springer, New York, pp 397–420 Smyth GK (2005) LIMMA: linear models for microarray data. In: Bioinformatics and computational biology solutions using R and Bioconductor. Springer, New York, pp 397–420
8.
go back to reference Alvord G, Roayaei J, Stephens R, Baseler MW, Lane HC, Lempicki RA (2007) The DAVID gene functional classification tool: a novel biological module-centric algorithm to functionally analyze large gene lists. Genome Biol 8:R183CrossRefPubMedPubMedCentral Alvord G, Roayaei J, Stephens R, Baseler MW, Lane HC, Lempicki RA (2007) The DAVID gene functional classification tool: a novel biological module-centric algorithm to functionally analyze large gene lists. Genome Biol 8:R183CrossRefPubMedPubMedCentral
9.
go back to reference Szklarczyk D, Franceschini A, Wyder S, Forslund K, Heller D, Huerta-Cepas J, Simonovic M, Roth A, Santos A, Tsafou KP, Kuhn M, Bork P, Jensen LJ, von Mering C (2015) STRING v10: protein-protein interaction networks, integrated over the tree of life. Nucleic Acids Res 43:D447–D452CrossRefPubMed Szklarczyk D, Franceschini A, Wyder S, Forslund K, Heller D, Huerta-Cepas J, Simonovic M, Roth A, Santos A, Tsafou KP, Kuhn M, Bork P, Jensen LJ, von Mering C (2015) STRING v10: protein-protein interaction networks, integrated over the tree of life. Nucleic Acids Res 43:D447–D452CrossRefPubMed
10.
go back to reference Kohl M, Wiese S, Warscheid B (2011) Cytoscape: software for visualization and analysis of biological networks. In: Data mining in proteomics. Springer, New York, pp 291–303 Kohl M, Wiese S, Warscheid B (2011) Cytoscape: software for visualization and analysis of biological networks. In: Data mining in proteomics. Springer, New York, pp 291–303
11.
go back to reference Bader GD, Hogue CW (2003) An automated method for finding molecular complexes in large protein interaction networks. BMC Bioinform 4:2CrossRef Bader GD, Hogue CW (2003) An automated method for finding molecular complexes in large protein interaction networks. BMC Bioinform 4:2CrossRef
13.
go back to reference Angel P, Karin M (1991) The role of Jun, Fos and the AP-1 complex in cell-proliferation and transformation. Biochim Biophys Acta (BBA) Rev Cancer 1072:129–157 Angel P, Karin M (1991) The role of Jun, Fos and the AP-1 complex in cell-proliferation and transformation. Biochim Biophys Acta (BBA) Rev Cancer 1072:129–157
14.
go back to reference Salib R, Drake-Lee A, Howarth P (2003) Allergic rhinitis: past, present and the future. Clin Otolaryngol Allied Sci 28:291–303CrossRefPubMed Salib R, Drake-Lee A, Howarth P (2003) Allergic rhinitis: past, present and the future. Clin Otolaryngol Allied Sci 28:291–303CrossRefPubMed
15.
go back to reference Till S, Walker S, Dickason R, Huston D, O’brien F, Lamb J, Kay A, Corrigan C, Durham S (1997) IL-5 production by allergen-stimulated T cells following grass pollen immunotherapy for seasonal allergic rhinitis. Clin Exp Immunol 110:114–121CrossRefPubMedPubMedCentral Till S, Walker S, Dickason R, Huston D, O’brien F, Lamb J, Kay A, Corrigan C, Durham S (1997) IL-5 production by allergen-stimulated T cells following grass pollen immunotherapy for seasonal allergic rhinitis. Clin Exp Immunol 110:114–121CrossRefPubMedPubMedCentral
16.
go back to reference Ling EM, Smith T, Nguyen XD, Pridgeon C, Dallman M, Arbery J, Carr VA, Robinson DS (2004) Relation of CD4+ CD25+ regulatory T-cell suppression of allergen-driven T-cell activation to atopic status and expression of allergic disease. Lancet 363:608–615CrossRefPubMed Ling EM, Smith T, Nguyen XD, Pridgeon C, Dallman M, Arbery J, Carr VA, Robinson DS (2004) Relation of CD4+ CD25+ regulatory T-cell suppression of allergen-driven T-cell activation to atopic status and expression of allergic disease. Lancet 363:608–615CrossRefPubMed
17.
go back to reference Morse D, Pischke SE, Zhou Z, Davis RJ, Flavell RA, Loop T, Otterbein SL, Otterbein LE, Choi AM (2003) Suppression of inflammatory cytokine production by carbon monoxide involves the JNK pathway and AP-1. J Biol Chem 278:36993–36998CrossRefPubMed Morse D, Pischke SE, Zhou Z, Davis RJ, Flavell RA, Loop T, Otterbein SL, Otterbein LE, Choi AM (2003) Suppression of inflammatory cytokine production by carbon monoxide involves the JNK pathway and AP-1. J Biol Chem 278:36993–36998CrossRefPubMed
18.
go back to reference Ulanova M, Duta F, Puttagunta L, Schreiber AD, Befus AD (2005) Spleen tyrosine kinase (Syk) as a novel target for allergic asthma and rhinitis. Expert Opin Ther Targets 9:901–921CrossRefPubMed Ulanova M, Duta F, Puttagunta L, Schreiber AD, Befus AD (2005) Spleen tyrosine kinase (Syk) as a novel target for allergic asthma and rhinitis. Expert Opin Ther Targets 9:901–921CrossRefPubMed
19.
go back to reference Jutel M, Blaser K, Akdis CA (2006) Histamine receptors in immune regulation and allergen-specific immunotherapy. Immunol Allergy Clin N Am 26:245–259CrossRef Jutel M, Blaser K, Akdis CA (2006) Histamine receptors in immune regulation and allergen-specific immunotherapy. Immunol Allergy Clin N Am 26:245–259CrossRef
20.
21.
go back to reference Creticos PS, Schroeder JT, Hamilton RG, Balcer-Whaley SL, Khattignavong AP, Lindblad R, Li H, Coffman R, Seyfert V, Eiden JJ (2006) Immunotherapy with a ragweed—toll-like receptor 9 agonist vaccine for allergic rhinitis. N Engl J Med 355:1445–1455CrossRefPubMed Creticos PS, Schroeder JT, Hamilton RG, Balcer-Whaley SL, Khattignavong AP, Lindblad R, Li H, Coffman R, Seyfert V, Eiden JJ (2006) Immunotherapy with a ragweed—toll-like receptor 9 agonist vaccine for allergic rhinitis. N Engl J Med 355:1445–1455CrossRefPubMed
22.
go back to reference Barrenäs F, Andersson B, Cardell LO, Langston M, Mobini R, Perkins A, Soini J, Ståhl A, Benson M (2008) Gender differences in inflammatory proteins and pathways in seasonal allergic rhinitis. Cytokine 42:325–329CrossRefPubMed Barrenäs F, Andersson B, Cardell LO, Langston M, Mobini R, Perkins A, Soini J, Ståhl A, Benson M (2008) Gender differences in inflammatory proteins and pathways in seasonal allergic rhinitis. Cytokine 42:325–329CrossRefPubMed
23.
go back to reference Månsson A, Fransson M, Adner M, Benson M, Uddman R, Björnsson S, Cardell L-O (2010) TLR3 in human eosinophils: functional effects and decreased expression during allergic rhinitis. Int Arch Allergy Immunol 151:118–128CrossRefPubMed Månsson A, Fransson M, Adner M, Benson M, Uddman R, Björnsson S, Cardell L-O (2010) TLR3 in human eosinophils: functional effects and decreased expression during allergic rhinitis. Int Arch Allergy Immunol 151:118–128CrossRefPubMed
24.
go back to reference Luo X, Ma R, Wu X, Xian D, Li J, Mou Z, Li H (2015) Azelastine enhances the clinical efficacy of glucocorticoid by modulating MKP-1 expression in allergic rhinitis. Eur Arch Otorhinolaryngol 272:1165–1173CrossRefPubMed Luo X, Ma R, Wu X, Xian D, Li J, Mou Z, Li H (2015) Azelastine enhances the clinical efficacy of glucocorticoid by modulating MKP-1 expression in allergic rhinitis. Eur Arch Otorhinolaryngol 272:1165–1173CrossRefPubMed
26.
go back to reference Ko C-Y, Chang W-C, Wang J-M (2015) Biological roles of CCAAT/enhancer-binding protein delta during inflammation. J Biomed Sci 22:1–8CrossRef Ko C-Y, Chang W-C, Wang J-M (2015) Biological roles of CCAAT/enhancer-binding protein delta during inflammation. J Biomed Sci 22:1–8CrossRef
27.
go back to reference Zhang N, Truong-Tran QA, Tancowny B, Harris KE, Schleimer RP (2007) Glucocorticoids enhance or spare innate immunity: effects in airway epithelium are mediated by CCAAT/enhancer binding proteins. J Immunol 179:578–589CrossRefPubMedPubMedCentral Zhang N, Truong-Tran QA, Tancowny B, Harris KE, Schleimer RP (2007) Glucocorticoids enhance or spare innate immunity: effects in airway epithelium are mediated by CCAAT/enhancer binding proteins. J Immunol 179:578–589CrossRefPubMedPubMedCentral
28.
go back to reference Johnson PF (2005) Molecular stop signs: regulation of cell-cycle arrest by C/EBP transcription factors. J Cell Sci 118:2545–2555CrossRefPubMed Johnson PF (2005) Molecular stop signs: regulation of cell-cycle arrest by C/EBP transcription factors. J Cell Sci 118:2545–2555CrossRefPubMed
29.
go back to reference Litvak V, Ramsey SA, Rust AG, Zak DE, Kennedy KA, Lampano AE, Nykter M, Shmulevich I, Aderem A (2009) Function of C/EBPδ in a regulatory circuit that discriminates between transient and persistent TLR4-induced signals. Nat Immunol 10:437–443CrossRefPubMedPubMedCentral Litvak V, Ramsey SA, Rust AG, Zak DE, Kennedy KA, Lampano AE, Nykter M, Shmulevich I, Aderem A (2009) Function of C/EBPδ in a regulatory circuit that discriminates between transient and persistent TLR4-induced signals. Nat Immunol 10:437–443CrossRefPubMedPubMedCentral
30.
go back to reference Hofmann W-K, Tanosaki S, Gery S (2005) C/EBP delta expression in a BCR-ABL-positive cell line induces growth arrest and myeloid differentiation. Oncogene Int J 24:1589–1597CrossRef Hofmann W-K, Tanosaki S, Gery S (2005) C/EBP delta expression in a BCR-ABL-positive cell line induces growth arrest and myeloid differentiation. Oncogene Int J 24:1589–1597CrossRef
31.
go back to reference Scott L, Civin C, Rorth P, Friedman A (1992) A novel temporal expression pattern of three C/EBP family members in differentiating myelomonocytic cells. Blood 80:1725–1735PubMed Scott L, Civin C, Rorth P, Friedman A (1992) A novel temporal expression pattern of three C/EBP family members in differentiating myelomonocytic cells. Blood 80:1725–1735PubMed
Metadata
Title
Identification of potential crucial gene network related to seasonal allergic rhinitis using microarray data
Authors
Jun Shi
Ying Zhang
Shanshan Qi
Guanghui Liu
Xiang Dong
Nan Huang
Wenjing Li
Hao Chen
Bingmei Zhu
Publication date
01-01-2017
Publisher
Springer Berlin Heidelberg
Published in
European Archives of Oto-Rhino-Laryngology / Issue 1/2017
Print ISSN: 0937-4477
Electronic ISSN: 1434-4726
DOI
https://doi.org/10.1007/s00405-016-4197-9

Other articles of this Issue 1/2017

European Archives of Oto-Rhino-Laryngology 1/2017 Go to the issue