A Multiomics Approach to Identify Genes Associated with Childhood Asthma Risk and Morbidity

被引:23
作者
Forno, Erick [1 ]
Wang, Ting [1 ]
Yan, Qi [1 ]
Brehm, John [1 ]
Acosta-Perez, Edna [2 ]
Colon-Semidey, Angel [3 ]
Alvarez, Maria [3 ]
Boutaoui, Nadia [1 ]
Cloutier, Michelle M. [4 ]
Alcorn, John F. [1 ]
Canino, Glorisa [2 ]
Chen, Wei [1 ]
Celedon, Juan C. [1 ]
机构
[1] Univ Pittsburgh, Childrens Hosp, Pittsburgh UPMC, Div Pediat Pulm Med Allergy & Immunol, Pittsburgh, PA 15260 USA
[2] Univ Puerto Rico, Behav Sci Res Inst, San Juan, PR 00936 USA
[3] Univ Puerto Rico, Dept Pediat, San Juan, PR 00936 USA
[4] Univ Connecticut, Hlth Ctr, Dept Pediat, Connecticut Childrens Med Ctr, Farmington, CT USA
基金
美国国家卫生研究院;
关键词
asthma genetics; asthma genomics; childhood asthma; multiomics; INTERLEUKIN-5; RECEPTOR-ALPHA; EOSINOPHILIC ASTHMA; MONOCLONAL-ANTIBODY; WIDE ASSOCIATION; LUNG; BENRALIZUMAB; PLACEBO; HERITABILITY; INFLAMMATION; EXPRESSION;
D O I
10.1165/rcmb.2017-0002OC
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Childhood asthma is a complex disease. In this study, we aim to identify genes associated with childhood asthma through a multiomics "vertical" approach that integrates multiple analytical steps using linear and logistic regression models. In a case-control study of childhood asthma in Puerto Ricans (n = 1,127), we used adjusted linear or logistic regression models to evaluate associations between several analytical steps of omics data, including genomewide (GW) genotype data, GW methylation, GW expression profiling, cytokine levels, asthma-intermediate phenotypes, and asthma status. At each point, only the top genes/single-nucleotide polymorphisms/probes/cytokines were carried forward for subsequent analysis. In step 1, asthma modified the gene expression-protein level association for 1,645 genes; pathway analysis showed an enrichment of these genes in the cytokine signaling system (n = 269 genes). In steps 2-3, expression levels of 40 genes were associated with intermediate phenotypes (asthma onset age, forced expiratory volume in 1 second, exacerbations, eosinophil counts, and skin test reactivity); of those, methylation of seven genes was also associated with asthma. Of these seven candidate genes, IL5RA was also significant in analytical steps 4-8. We then measured plasma IL-5 receptor a levels, which were associated with asthma age of onset and moderate-severe exacerbations. In addition, in silico database analysis showed that several of our identified IL5RA single-nucleotide polymorphisms are associated with transcription factors related to asthma and atopy. This approach integrates several analytical steps and is able to identify biologically relevant asthma-related genes, such as IL5RA. It differs from other methods that rely on complex statistical models with various assumptions.
引用
收藏
页码:439 / 447
页数:9
相关论文
共 40 条
[1]   Myeloid cell HIF-1α regulates asthma airway resistance and eosinophil function [J].
Alexander, Laura E. Crotty ;
Akong-Moore, Kathryn ;
Feldstein, Stephanie ;
Johansson, Per ;
Anh Nguyen ;
McEachern, Elisa K. ;
Nicatia, Shari ;
Cowburn, Andrew S. ;
Olson, Joshua ;
Cho, Jae Youn ;
Isaacs, Hart, Jr. ;
Johnson, Randall S. ;
Broide, David H. ;
Nizet, Victor .
JOURNAL OF MOLECULAR MEDICINE-JMM, 2013, 91 (05) :637-644
[3]   HIF-1 expression is associated with CCL2 chemokine expression in airway inflammatory cells: implications in allergic airway inflammation [J].
Baay-Guzman, Guillermina J. ;
Bebenek, Ilona G. ;
Zeidler, Michelle ;
Hernandez-Pando, Rogelio ;
Vega, Mario I. ;
Garcia-Zepeda, Eduardo A. ;
Antonio-Andres, Gabriela ;
Bonavida, Benjamin ;
Riedl, Marc ;
Kleerup, Eric ;
Tashkin, Donald P. ;
Hankinson, Oliver ;
Huerta-Yepez, Sara .
RESPIRATORY RESEARCH, 2012, 13
[4]   Methods for the integration of multi-omics data: mathematical aspects [J].
Bersanelli, Matteo ;
Mosca, Ettore ;
Remondini, Daniel ;
Giampieri, Enrico ;
Sala, Claudia ;
Castellani, Gastone ;
Milanesi, Luciano .
BMC BIOINFORMATICS, 2016, 17
[5]   Efficacy and safety of benralizumab for patients with severe asthma uncontrolled with high-dosage inhaled corticosteroids and long-acting β2-agonists (SIROCCO): a randomised, multicentre, placebo-controlled phase 3 trial [J].
Bleecker, Eugene R. ;
FitzGerald, J. Mark ;
Chanez, Pascal ;
Papi, Alberto ;
Weinstein, Steven F. ;
Barker, Peter ;
Sproule, Stephanie ;
Gilmartin, Geoffrey ;
Aurivillius, Magnus ;
Werkstrom, Viktoria ;
Goldman, Mitchell .
LANCET, 2016, 388 (10056) :2115-2127
[6]   Stress and Bronchodilator Response in Children with Asthma [J].
Brehm, John M. ;
Ramratnam, Sima K. ;
Tse, Sze Man ;
Croteau-Chonka, Damien C. ;
Pino-Yanes, Maria ;
Rosas-Salazar, Christian ;
Litonjua, Augusto A. ;
Raby, Benjamin A. ;
Boutaoui, Nadia ;
Han, Yueh-Ying ;
Chen, Wei ;
Forno, Erick ;
Marsland, Anna L. ;
Nugent, Nicole R. ;
Eng, Celeste ;
Colon-Semidey, Angel ;
Alvarez, Maria ;
Acosta-Perez, Edna ;
Spear, Melissa L. ;
Martinez, Fernando D. ;
Avila, Lydiana ;
Weiss, Scott T. ;
Soto-Quiros, Manuel ;
Ober, Carole ;
Nicolae, Dan L. ;
Barnes, Kathleen C. ;
Lemanske, Robert F., Jr. ;
Strunk, Robert C. ;
Liu, Andrew ;
London, Stephanie J. ;
Gilliland, Frank ;
Sleiman, Patrick ;
March, Michael ;
Hakonarson, Hakon ;
Duan, Qing Ling ;
Kolls, Jay K. ;
Fritz, Gregory K. ;
Hu, Donglei ;
Fani, Negar ;
Stevens, Jennifer S. ;
Almli, Lynn M. ;
Burchard, Esteban G. ;
Shin, Jaemin ;
McQuaid, Elizabeth L. ;
Ressler, Kerry ;
Canino, Glorisa ;
Celedon, Juan C. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2015, 192 (01) :47-56
[7]   African ancestry and lung function in Puerto Rican children [J].
Brehm, John M. ;
Acosta-Perez, Edna ;
Klei, Lambertus ;
Roeder, Kathryn ;
Barmada, Michael M. ;
Boutaoui, Nadia ;
Forno, Erick ;
Cloutier, Michelle M. ;
Datta, Soma ;
Kelly, Roxanne ;
Paul, Kathryn ;
Sylvia, Jody ;
Calvert, Deanna ;
Thornton-Thompson, Sherell ;
Wakefield, Dorothy ;
Litonjua, Augusto A. ;
Alvarez, Maria ;
Colon-Semidey, Angel ;
Canino, Glorisa ;
Celedon, Juan C. .
JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2012, 129 (06) :1484-+
[8]   Benralizumab, an anti-interleukin 5 receptor α monoclonal antibody, versus placebo for uncontrolled eosinophilic asthma: a phase 2b randomised dose-ranging study [J].
Castro, Mario ;
Wenzel, Sally E. ;
Bleecker, Eugene R. ;
Pizzichini, Emilio ;
Kuna, Piotr ;
Busse, William W. ;
Gossage, David L. ;
Ward, Christine K. ;
Wu, Yanping ;
Wang, Bing ;
Khatry, Deepak B. ;
van der Merwe, Rene ;
Kolbeck, Roland ;
Molfino, Nestor A. ;
Raible, Donald G. .
LANCET RESPIRATORY MEDICINE, 2014, 2 (11) :879-890
[9]  
Centers for Disease Control and Prevention (CDC), 2015, ASTHM DAT STAT SURV
[10]   Mycobacterium tuberculosis Upregulates TNF-α Expression via TLR2/ERK Signaling and Induces MMP-1 and MMP-9 Production in Human Pleural Mesothelial Cells [J].
Chen, Wei-Lin ;
Sheu, Joen-Rong ;
Chen, Ray-Jade ;
Hsiao, Shih-Hsin ;
Hsiao, Che-Jen ;
Chou, Yung-Chen ;
Chung, Chi-Li ;
Hsiao, George .
PLOS ONE, 2015, 10 (09)