Person: Wilk, Jemma
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Publication A Genome-Wide Association Study of Pulmonary Function Measures in the Framingham Heart Study
(Public Library of Science, 2009) Walter, Robert E.; Nagle, Michael W.; Brandler, Brian J.; Borecki, Ingrid B.; O'Connor, George T.; McCarthy, Mark I.; Wilk, Jemma; Chen, Ting-Hsu; Gottlieb, Daniel; Myers, Richard Hepworth; Silverman, Edwin; Weiss, ScottThe ratio of forced expiratory volume in one second to forced vital capacity (FEV1/FVC) is a measure used to diagnose airflow obstruction and is highly heritable. We performed a genome-wide association study in 7,691 Framingham Heart Study participants to identify single-nucleotide polymorphisms (SNPs) associated with the FEV1/FVC ratio, analyzed as a percent of the predicted value. Identified SNPs were examined in an independent set of 835 Family Heart Study participants enriched for airflow obstruction. Four SNPs in tight linkage disequilibrium on chromosome 4q31 were associated with the percent predicted FEV1/FVC ratio with p-values of genome-wide significance in the Framingham sample (best p-value = 3.6e-09). One of the four chromosome 4q31 SNPs (rs13147758; p-value 2.3e-08 in Framingham) was genotyped in the Family Heart Study and produced evidence of association with the same phenotype, percent predicted FEV1/FVC (p-value = 2.0e-04). The effect estimates for association in the Framingham and Family Heart studies were in the same direction, with the minor allele (G) associated with higher FEV1/FVC ratio levels. Results from the Family Heart Study demonstrated that the association extended to FEV1 and dichotomous airflow obstruction phenotypes, particularly among smokers. The SNP rs13147758 was associated with the percent predicted FEV1/FVC ratio in independent samples from the Framingham and Family Heart Studies producing a combined p-value of 8.3e-11, and this region of chromosome 4 around 145.68 megabases was associated with COPD in three additional populations reported in the accompanying manuscript. The associated SNPs do not lie within a gene transcript but are near the hedgehog-interacting protein (HHIP) gene and several expressed sequence tags cloned from fetal lung. Though it is unclear what gene or regulatory effect explains the association, the region warrants further investigation.
Publication On the Analysis of Genome-Wide Association Studies in Family-Based Designs: A Universal, Robust Analysis Approach and an Application to Four Genome-Wide Association Studies
(Public Library of Science, 2009) Won, Sungho; Wilk, Jemma; Mathias, Rasika A.; O'Donnell, Christopher; Silverman, Edwin; Barnes, Kathleen; O'Connor, George T.; Weiss, Scott; Lange, ChristophFor genome-wide association studies in family-based designs, we propose a new, universally applicable approach. The new test statistic exploits all available information about the association, while, by virtue of its design, it maintains the same robustness against population admixture as traditional family-based approaches that are based exclusively on the within-family information. The approach is suitable for the analysis of almost any trait type, e.g. binary, continuous, time-to-onset, multivariate, etc., and combinations of those. We use simulation studies to verify all theoretically derived properties of the approach, estimate its power, and compare it with other standard approaches. We illustrate the practical implications of the new analysis method by an application to a lung-function phenotype, forced expiratory volume in one second (FEV1) in 4 genome-wide association studies.
Publication Genome-Wide Joint Meta-Analysis of SNP and SNP-by-Smoking Interaction Identifies Novel Loci for Pulmonary Function
(Public Library of Science, 2012) Hancock, Dana B.; Artigas, María Soler; Gharib, Sina A.; Henry, Amanda; Manichaikul, Ani; Ramasamy, Adaikalavan; Loth, Daan W.; Imboden, Medea; Koch, Beate; McArdle, Wendy L.; Smith, Albert V.; Smolonska, Joanna; Sood, Akshay; Tang, Wenbo; Zhai, Guangju; Burkart, Kristin M.; Curjuric, Ivan; Eijgelsheim, Mark; Elliott, Paul; Gu, Xiangjun; Harris, Tamara B.; Janson, Christer; Homuth, Georg; Hysi, Pirro G.; Loehr, Laura R.; Lohman, Kurt; Loos, Ruth J. F.; Marciante, Kristin D.; Obeidat, Ma'en; Postma, Dirkje S.; Aldrich, Melinda C.; Brusselle, Guy G.; Eiriksdottir, Gudny; Franceschini, Nora; Heinrich, Joachim; Rotter, Jerome I.; Wijmenga, Cisca; Bentley, Amy R.; Laurie, Cathy C.; Lumley, Thomas; Morrison, Alanna C.; Joubert, Bonnie R.; Rivadeneira, Fernando; Couper, David J.; Kritchevsky, Stephen B.; Liu, Yongmei; Wjst, Matthias; Wain, Louise V.; Vonk, Judith M.; Uitterlinden, André G.; Rochat, Thierry; Rich, Stephen S.; Psaty, Bruce M.; O'Connor, George T.; North, Kari E.; Mirel, Daniel B.; Meibohm, Bernd; Launer, Lenore J.; Khaw, Kay-Tee; Hartikainen, Anna-Liisa; Hammond, Christopher J.; Gläser, Sven; Marchini, Jonathan; Wareham, Nicholas J.; Völzke, Henry; Stricker, Bruno H. C.; Spector, Timothy D.; Probst-Hensch, Nicole M.; Jarvis, Deborah; Jarvelin, Marjo-Riitta; Heckbert, Susan R.; Gudnason, Vilmundur; Boezen, H. Marike; Barr, R. Graham; Cassano, Patricia A.; Strachan, David P.; Fornage, Myriam; Hall, Ian P.; Dupuis, Josée; Tobin, Martin D.; London, Stephanie J.; Wilk, Jemma; Zhao, Jing Hua; Aschard, Hugues; Liu, Jason Z.; Manning, Alisa; Chen, Ting-Hsu; Williams, O. Dale; Kraft, Phillip; Hofman, AlbertGenome-wide association studies have identified numerous genetic loci for spirometic measures of pulmonary function, forced expiratory volume in one second ((FEV_1)), and its ratio to forced vital capacity ((FEV_1/FVC)). Given that cigarette smoking adversely affects pulmonary function, we conducted genome-wide joint meta-analyses (JMA) of single nucleotide polymorphism (SNP) and SNP-by-smoking (ever-smoking or pack-years) associations on (FEV_1) and (FEV_1/FVC) across 19 studies (total N = 50,047). We identified three novel loci not previously associated with pulmonary function. SNPs in or near DNER (smallest (P_{JMA} = 5.00×10^{−11})), HLA-DQB1 and HLA-DQA2 (smallest (P_{JMA} = 4.35×10^{−9})), and KCNJ2 and SOX9 (smallest (P_{JMA} = 1.28×10^{−8})) were associated with (FEV_1/FVC) or (FEV_1) in meta-analysis models including SNP main effects, smoking main effects, and SNP-by-smoking (ever-smoking or pack-years) interaction. The HLA region has been widely implicated for autoimmune and lung phenotypes, unlike the other novel loci, which have not been widely implicated. We evaluated DNER, KCNJ2, and SOX9 and found them to be expressed in human lung tissue. DNER and SOX9 further showed evidence of differential expression in human airway epithelium in smokers compared to non-smokers. Our findings demonstrated that joint testing of SNP and SNP-by-environment interaction identified novel loci associated with complex traits that are missed when considering only the genetic main effects.
Publication A genome-wide association study of plasma total IgE concentrations in the Framingham Heart Study
(Elsevier BV, 2012) Granada, Mark; Wilk, Jemma; Tuzova, Marina; Strachan, David P.; Weidinger, Stephan; Albrecht, Eva; Gieger, Christian; Heinrich, Joachim; Himes, Blanca; Hunninghake, Gary; Celedón, Juan C.; Weiss, Scott; Cruikshank, William W.; Farrer, Lindsay A.; Center, David M.; O'Connor, George T.Background— Atopy and plasma IgE concentration are genetically complex traits, and the specific genetic risk factors that lead to IgE dysregulation and clinical atopy are an area of active investigation. Objective— To ascertain the genetic risk factors which lead to IgE dysregulation. Methods— A genome wide association study (GWAS) was performed in 6,819 participants from the Framingham Heart Study (FHS). Seventy of the top SNPs were selected based on p-values and linkage disequilibrium among neighboring SNPs and evaluated in a meta-analysis with five independent populations from the KORA, B58C, and CAMP cohorts. Results— Thirteen SNPs located in the region of three genes, FCER1A, STAT6, and IL-13, were found to have genome-wide significance in the FHS GWAS. The most significant SNPs from the three regions were rs2251746 (FCER1A, p-value 2.11×10 -12), rs1059513 (STAT6, p-value 2.87×10 -08), and rs1295686 (IL-13, p-value 3.55×10 -08). Four additional gene regions - HLA-G, HLA-DQA2, HLA-A, and DARC - reached genome-wide statistical significance in meta-analysiscombining FHS and replication cohorts, although the DARC association did not appear independent of SNPs in the nearby FCER1A gene. Conclusion— This GWAS of the FHS has identified genetic loci in HLA genes that may have a role in the pathogenesis of IgE dysregulation and atopy. It also confirmed the association of known susceptibility loci, FCER1A, STAT6, and IL-13, for the dysregulation of total IgE.