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Raby, Benjamin

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Raby

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Benjamin

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Raby, Benjamin

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Now showing 1 - 9 of 9
  • Publication

    Asthma-susceptibility variants identified using probands in case-control and family-based analyses

    (BioMed Central, 2010) Murphy, Amy J; Soto-Quiros, Manuel E; Avila, Lydiana; Celedón, Juan C; O'Connor, George T; Himes, Blanca; Lasky-Su, Jessica; Wu, Ann; Wilk, Jemma; Hunninghake, Gary; Klanderman, Barbara; Lazarus, Ross; Lange, Christoph; Raby, Benjamin; Silverman, Edwin; Weiss, Scott

    Background: Asthma is a chronic respiratory disease whose genetic basis has been explored for over two decades, most recently via genome-wide association studies. We sought to find asthma-susceptibility variants by using probands from a single population in both family-based and case-control association designs. Methods: We used probands from the Childhood Asthma Management Program (CAMP) in two primary genome-wide association study designs: (1) probands were combined with publicly available population controls in a case-control design, and (2) probands and their parents were used in a family-based design. We followed a two-stage replication process utilizing three independent populations to validate our primary findings. Results: We found that single nucleotide polymorphisms with similar case-control and family-based association results were more likely to replicate in the independent populations, than those with the smallest p-values in either the case-control or family-based design alone. The single nucleotide polymorphism that showed the strongest evidence for association to asthma was rs17572584, which replicated in 2/3 independent populations with an overall p-value among replication populations of 3.5E-05. This variant is near a gene that encodes an enzyme that has been implicated to act coordinately with modulators of Th2 cell differentiation and is expressed in human lung. Conclusions: Our results suggest that using probands from family-based studies in case-control designs, and combining results of both family-based and case-control approaches, may be a way to augment our ability to find SNPs associated with asthma and other complex diseases.

  • Publication

    Comprehensive Genetic Assessment of a Functional TLR9 Promoter Polymorphism: No Replicable Association with Asthma or Asthma-Related Phenotypes

    (BioMed Central, 2011) Avila, Lydiana; Hawrylowicz, Catherine M; Lange, Nancy E; Zhou, Xiaobo; Lasky-Su, Jessica; Himes, Blanca; Lazarus, Ross; Raby, Benjamin; Litonjua, Augusto A.; Soto-Quiros, Manuel; Celedon, Juan C

    Background: Prior studies suggest a role for a variant (rs5743836) in the promoter of toll-like receptor 9 (TLR9) in asthma and other inflammatory diseases. We performed detailed genetic association studies of the functional variant rs5743836 with asthma susceptibility and asthma-related phenotypes in three independent cohorts. Methods: rs5743836 was genotyped in two family-based cohorts of children with asthma and a case-control study of adult asthmatics. Association analyses were performed using chi square, family-based and population-based testing. A luciferase assay was performed to investigate whether rs5743836 genotype influences TLR9 promoter activity. Results: Contrary to prior reports, rs5743836 was not associated with asthma in any of the three cohorts. Marginally significant associations were found with FEV1 and FVC (p = 0.003 and p = 0.008, respectively) in one of the family-based cohorts, but these associations were not significant after correcting for multiple comparisons. Higher promoter activity of the CC genotype was demonstrated by luciferase assay, confirming the functional importance of this variant. Conclusion: Although rs5743836 confers regulatory effects on TLR9 transcription, this variant does not appear to be an important asthma-susceptibility locus.

  • Publication

    Integration of Mouse and Human Genome-Wide Association Data Identifies KCNIP4 as an Asthma Gene

    (Public Library of Science, 2013) Sheppard, Keith; Berndt, Annerose; Leme, Adriana S.; Myers, Rachel A.; Gignoux, Christopher R.; Gauderman, W. James; Yang, James J.; Mathias, Rasika A.; Romieu, Isabelle; Torgerson, Dara G.; Roth, Lindsey A.; Huntsman, Scott; Eng, Celeste; Klanderman, Barbara; Ziniti, John; Senter-Sylvia, Jody; Szefler, Stanley J.; Lemanske, Robert F.; Zeiger, Robert S.; Strunk, Robert C.; Martinez, Fernando D.; Boushey, Homer; Chinchilli, Vernon M.; Mauger, David; Koppelman, Gerard H.; Postma, Dirkje S.; Nieuwenhuis, Maartje A. E.; Vonk, Judith M.; Lima, John J.; Irvin, Charles G.; Peters, Stephen P.; Kubo, Michiaki; Tamari, Mayumi; Nakamura, Yusuke; Bleecker, Eugene R.; Meyers, Deborah A.; London, Stephanie J.; Gilliland, Frank D.; Burchard, Esteban G.; Nicolae, Dan L.; Ober, Carole; Paigen, Beverly; Churchill, Gary; Himes, Blanca; Levin, Albert M.; Israel, Elliot; Litonjua, Augusto A.; Tantisira, Kelan; Raby, Benjamin; Barnes, Kathleen C.; Williams, L. Keoki; Demeo, Dawn; Silverman, Edwin; Shapiro, Steve D.; Weiss, Scott

    Asthma is a common chronic respiratory disease characterized by airway hyperresponsiveness (AHR). The genetics of asthma have been widely studied in mouse and human, and homologous genomic regions have been associated with mouse AHR and human asthma-related phenotypes. Our goal was to identify asthma-related genes by integrating AHR associations in mouse with human genome-wide association study (GWAS) data. We used Efficient Mixed Model Association (EMMA) analysis to conduct a GWAS of baseline AHR measures from males and females of 31 mouse strains. Genes near or containing SNPs with EMMA p-values <0.001 were selected for further study in human GWAS. The results of the previously reported EVE consortium asthma GWAS meta-analysis consisting of 12,958 diverse North American subjects from 9 study centers were used to select a subset of homologous genes with evidence of association with asthma in humans. Following validation attempts in three human asthma GWAS (i.e., Sepracor/LOCCS/LODO/Illumina, GABRIEL, DAG) and two human AHR GWAS (i.e., SHARP, DAG), the Kv channel interacting protein 4 (KCNIP4) gene was identified as nominally associated with both asthma and AHR at a gene- and SNP-level. In EVE, the smallest KCNIP4 association was at rs6833065 (P-value 2.9e-04), while the strongest associations for Sepracor/LOCCS/LODO/Illumina, GABRIEL, DAG were 1.5e-03, 1.0e-03, 3.1e-03 at rs7664617, rs4697177, rs4696975, respectively. At a SNP level, the strongest association across all asthma GWAS was at rs4697177 (P-value 1.1e-04). The smallest P-values for association with AHR were 2.3e-03 at rs11947661 in SHARP and 2.1e-03 at rs402802 in DAG. Functional studies are required to validate the potential involvement of KCNIP4 in modulating asthma susceptibility and/or AHR. Our results suggest that a useful approach to identify genes associated with human asthma is to leverage mouse AHR association data.

  • Publication

    Integrated genome-wide association, coexpression network, and expression single nucleotide polymorphism analysis identifies novel pathway in allergic rhinitis

    (BioMed Central, 2014) Bunyavanich, Supinda; Schadt, Eric E; Himes, Blanca; Lasky-Su, Jessica; Qiu, Weiliang; Lazarus, Ross; Ziniti, John P; Cohain, Ariella; Linderman, Michael; Torgerson, Dara G; Eng, Celeste S; Pino-Yanes, Maria; Padhukasahasram, Badri; Yang, James J; Mathias, Rasika A; Beaty, Terri H; Li, Xingnan; Graves, Penelope; Romieu, Isabelle; Navarro, Blanca del Rio; Salam, M Towhid; Vora, Hita; Nicolae, Dan L; Ober, Carole; Martinez, Fernando D; Bleecker, Eugene R; Meyers, Deborah A; Gauderman, W James; Gilliland, Frank; Burchard, Esteban G; Barnes, Kathleen C; Williams, L Keoki; London, Stephanie J; Zhang, Bin; Raby, Benjamin; Weiss, Scott

    Background: Allergic rhinitis is a common disease whose genetic basis is incompletely explained. We report an integrated genomic analysis of allergic rhinitis. Methods: We performed genome wide association studies (GWAS) of allergic rhinitis in 5633 ethnically diverse North American subjects. Next, we profiled gene expression in disease-relevant tissue (peripheral blood CD4+ lymphocytes) collected from subjects who had been genotyped. We then integrated the GWAS and gene expression data using expression single nucleotide (eSNP), coexpression network, and pathway approaches to identify the biologic relevance of our GWAS. Results: GWAS revealed ethnicity-specific findings, with 4 genome-wide significant loci among Latinos and 1 genome-wide significant locus in the GWAS meta-analysis across ethnic groups. To identify biologic context for these results, we constructed a coexpression network to define modules of genes with similar patterns of CD4+ gene expression (coexpression modules) that could serve as constructs of broader gene expression. 6 of the 22 GWAS loci with P-value ≤ 1x10−6 tagged one particular coexpression module (4.0-fold enrichment, P-value 0.0029), and this module also had the greatest enrichment (3.4-fold enrichment, P-value 2.6 × 10−24) for allergic rhinitis-associated eSNPs (genetic variants associated with both gene expression and allergic rhinitis). The integrated GWAS, coexpression network, and eSNP results therefore supported this coexpression module as an allergic rhinitis module. Pathway analysis revealed that the module was enriched for mitochondrial pathways (8.6-fold enrichment, P-value 4.5 × 10−72). Conclusions: Our results highlight mitochondrial pathways as a target for further investigation of allergic rhinitis mechanism and treatment. Our integrated approach can be applied to provide biologic context for GWAS of other diseases.

  • Publication

    ITGB5 and AGFG1 variants are associated with severity of airway responsiveness

    (BioMed Central, 2013) Himes, Blanca; Qiu, Weiliang; Klanderman, Barbara; Ziniti, John; Senter-Sylvia, Jody; Szefler, Stanley J; Lemanske, Jr, Robert F; Zeiger, Robert S; Strunk, Robert C; Martinez, Fernando D; Boushey, Homer; Chinchilli, Vernon M; Israel, Elliot; Mauger, David; Koppelman, Gerard H; Nieuwenhuis, Maartje AE; Postma, Dirkje S; Vonk, Judith M; Rafaels, Nicholas; Hansel, Nadia N; Barnes, Kathleen; Raby, Benjamin; Tantisira, Kelan; Weiss, Scott

    Background: Airway hyperresponsiveness (AHR), a primary characteristic of asthma, involves increased airway smooth muscle contractility in response to certain exposures. We sought to determine whether common genetic variants were associated with AHR severity. Methods: A genome-wide association study (GWAS) of AHR, quantified as the natural log of the dosage of methacholine causing a 20% drop in FEV1, was performed with 994 non-Hispanic white asthmatic subjects from three drug clinical trials: CAMP, CARE, and ACRN. Genotyping was performed on Affymetrix 6.0 arrays, and imputed data based on HapMap Phase 2, was used to measure the association of SNPs with AHR using a linear regression model. Replication of primary findings was attempted in 650 white subjects from DAG, and 3,354 white subjects from LHS. Evidence that the top SNPs were eQTL of their respective genes was sought using expression data available for 419 white CAMP subjects. Results: The top primary GWAS associations were in rs848788 (P-value 7.2E-07) and rs6731443 (P-value 2.5E-06), located within the ITGB5 and AGFG1 genes, respectively. The AGFG1 result replicated at a nominally significant level in one independent population (LHS P-value 0.012), and the SNP had a nominally significant unadjusted P-value (0.0067) for being an eQTL of AGFG1. Conclusions: Based on current knowledge of ITGB5 and AGFG1, our results suggest that variants within these genes may be involved in modulating AHR. Future functional studies are required to confirm that our associations represent true biologically significant findings.

  • Publication

    A meta-analysis of genome-wide association studies for serum total IgE in diverse study populations

    (Elsevier BV, 2013) Levin, Albert M.; Mathias, Rasika A.; Huang, Liling; Roth, Lindsey A.; Daley, Denise; Myers, Rachel A.; Himes, Blanca; Romieu, Isabelle; Yang, Mao; Eng, Celeste; Park, Julie E.; Zoratti, Karla; Gignoux, Christopher R.; Torgerson, Dara G.; Galanter, Joshua M.; Huntsman, Scott; Nguyen, Elizabeth A.; Becker, Allan B.; Chan-Yeung, Moira; Kozyrskyj, Anita L.; Kwok, Pui-Yan; Gilliland, Frank D.; Gauderman, W. James; Bleecker, Eugene R.; Raby, Benjamin; Meyers, Deborah A.; London, Stephanie J.; Martinez, Fernando D.; Weiss, Scott; Burchard, Esteban G.; Nicolae, Dan L.; Ober, Carole; Barnes, Kathleen C.; Williams, L. Keoki

    Background: Immunoglobulin E (IgE) is both a marker and mediator of allergic inflammation. Despite reported differences in serum total IgE levels by race-ethnicity, African American and Latino individuals have not been well represented in genetic studies of total IgE.

    Objective: To identify the genetic predictors of serum total IgE levels. Methods: We used genome wide association (GWA) data from 4,292 individuals (2,469 African Americans, 1,564 European Americans, and 259 Latinos) in the EVE Asthma Genetics Consortium. Tests for association were performed within each cohort by race-ethnic group (i.e., African American, Latino, and European American) and asthma status. The resulting p-values were meta-analyzed accounting for sample size and direction of effect. Top single nucleotide polymorphism (SNP) associations from the meta-analysis were reassessed in six additional cohorts comprising 5,767 individuals.

    Results: We identified 10 unique regions where the combined association statistic was associated with total serum IgE levels (P-value <5.0×10−6) and the minor allele frequency was ≥5% in two or more population groups. Variant rs9469220, corresponding to HLA-DQB1, was the most significantly associated SNP with serum total IgE levels when assessed in both the replication cohorts and the discovery and replication sets combined (P-value = 0.007 and 2.45×10−7, respectively). In addition, findings from earlier GWA studies were also validated in the current meta-analysis.

    Conclusion: This meta-analysis independently identified a variant near HLA-DQB1 as a predictor of total serum IgE in multiple race-ethnic groups. This study also extends and confirms the findings of earlier GWA analyses in African American and Latino individuals.

  • Publication

    Further replication studies of the EVE Consortium meta-analysis identifies 2 asthma risk loci in European Americans

    (Elsevier BV, 2012) Myers, Rachel A.; Himes, Blanca; Gignoux, Christopher R.; Yang, James J.; Gauderman, W. James; Rebordosa, Cristina; Xie, Jianming; Torgerson, Dara G.; Levin, Albert M.; Baurley, James; Graves, Penelope E.; Mathias, Rasika A.; Romieu, Isabelle; Roth, Lindsey A.; Conti, David; Avila, Lydiana; Eng, Celeste; Vora, Hita; LeNoir, Michael A.; Soto-Quiros, Manuel; Liu, Jinghua; Celedón, Juan C.; Farber, Harold J.; Kumar, Rajesh; Avila, Pedro C.; Meade, Kelley; Serebrisky, Denise; Thyne, Shannon; Rodriguez-Cintron, William; Rodriguez-Santana, Jose R.; Borrell, Luisa N.; Lemanske, Robert F.; Bleecker, Eugene R.; Meyers, Deborah A.; London, Stephanie J.; Barnes, Kathleen C.; Raby, Benjamin; Martinez, Fernando D.; Gilliland, Frank D.; Williams, L. Keoki; Burchard, Esteban G.; Weiss, Scott; Nicolae, Dan L.; Ober, Carole

    Background: Genome-wide association studies of asthma have implicated many genetic risk factors, with well-replicated associations at approximately 10 loci that account for only a small proportion of the genetic risk. Objectives—We aimed to identify additional asthma risk loci by performing an extensive replication study of the results from the EVE Consortium meta-analysis. Methods: We selected 3186 SNPs for replication based on the p-values from the EVE Consortium meta-analysis. These SNPs were genotyped in ethnically diverse replication samples from nine different studies, totaling to 7202 cases, 6426 controls, and 507 case-parent trios. Association analyses were conducted within each participating study and the resulting test statistics were combined in a meta-analysis. Results: Two novel associations were replicated in European Americans: rs1061477 in the KLK3 gene on chromosome 19 (combined OR = 1.18; 95% CI 1.10 – 1.25) and rs9570077 (combined OR =1.20 95% CI 1.12–1.29) on chromosome 13q21. We could not replicate any additional associations in the African American or Latino individuals. Conclusions: This extended replication study identified two additional asthma risk loci in populations of European descent. The absence of additional loci for African Americans and Latino individuals highlights the difficulty in replicating associations in admixed populations.

  • Publication

    A genome-wide survey of CD4+ lymphocyte regulatory genetic variants identifies novel asthma genes

    (Elsevier BV, 2014) Sharma, Sunita; Zhou, Xiaobo; Thibault, Derek M.; Himes, Blanca; Liu, Andy; Szefler, Stanley J.; Strunk, Robert; Castro, Mario; Hansel, Nadia N.; Diette, Gregory B.; Vonakis, Becky M.; Adkinson, N. Franklin; Avila, Lydiana; Soto-Quiros, Manuel; Barraza-Villareal, Albino; Lemanske, Robert F.; Solway, Julian; Krishnan, Jerry; White, Steve; Cheadle, Chris; Berger, Alan E.; Fan, Jinshui; Boorgula, Meher Preethi; Nicolae, Dan; Gilliland, Frank; Barnes, Kathleen; London, Stephanie J.; Martinez, Fernando; Ober, Carole; Celedón, Juan C.; Carey, Vincent; Weiss, Scott; Raby, Benjamin

    Background: Genome-wide association studies have yet to identify the majority of genetic variants involved in asthma. We hypothesized that expression quantitative trait locus (eQTL) mapping can identify novel asthma genes by enabling prioritization of putative functional variants for association testing. Objective: We evaluated 6,706 cis-acting expression-associated variants (eSNP) identified through a genome-wide eQTL survey of CD4+ lymphocytes for association with asthma. Methods: eSNP were tested for association with asthma in 359 asthma cases and 846 controls from the Childhood Asthma Management Program, with verification using family-based testing. Significant associations were tested for replication in 579 parent-child trios with asthma from Costa Rica. Further functional validation was performed by Formaldehyde Assisted Isolation of Regulatory Elements (FAIRE)-qPCR and Chromatin-Immunoprecipitation (ChIP)-PCR in lung derived epithelial cell lines (Beas-2B and A549) and Jurkat cells, a leukemia cell line derived from T lymphocytes. Results: Cis-acting eSNP demonstrated associations with asthma in both cohorts. We confirmed the previously-reported association of ORMDL3/GSDMB variants with asthma (combined p=2.9 × 108). Reproducible associations were also observed for eSNP in three additional genes: FADS2 (p=0.002), NAGA (p=0.0002), and F13A1 (p=0.0001). We subsequently demonstrated that FADS2 mRNA is increased in CD4+ lymphocytes in asthmatics, and that the associated eSNPs reside within DNA segments with histone modifications that denote open chromatin status and confer enhancer activity. Conclusions: Our results demonstrate the utility of eQTL mapping in the identification of novel asthma genes, and provide evidence for the importance of FADS2, NAGA, and F13A1 in the pathogenesis of asthma.

  • Publication

    Genome-wide association study of the age of onset of childhood asthma

    (Elsevier BV, 2012) Forno, Erick; Lasky-Su, Jessica; Himes, Blanca; Howrylak, Judie; Ramsey, Clare; Brehm, John; Klanderman, Barbara; Ziniti, John; Melén, Erik; Pershagen, Goran; Wickman, Magnus; Martinez, Fernando; Mauger, Dave; Sorkness, Christine; Tantisira, Kelan; Raby, Benjamin; Weiss, Scott; Celedón, Juan C.

    BACKGROUND: Childhood asthma is a complex disease with known heritability and phenotypic diversity. Although an earlier onset has been associated with more severe disease, there has been no genome-wide association study of the age of onset of asthma in children.

    OBJECTIVE: To identify genetic variants associated with earlier onset of childhood asthma.

    METHODS: We conducted the first genome-wide association study (GWAS) of the age of onset of childhood asthma among participants in the Childhood Asthma Management Program (CAMP), and used three independent cohorts from North America, Costa Rica, and Sweden for replication.

    RESULTS: Two SNPs were associated with earlier onset of asthma in the combined analysis of CAMP and the replication cohorts: : rs9815663 (Fisher’s P value=2.31 × 10−8) and rs7927044 (P=6.54 × 10−9). Of these two SNPs, rs9815663 was also significantly associated with earlier asthma onset in an analysis including only the replication cohorts. Ten SNPs in linkage disequilibrium with rs9815663 were also associated with earlier asthma onset (2.24 × 10−7 < P < 8.22 ×10−6). Having ≥1 risk allele of the two SNPs of interest (rs9815663 and rs7927044) was associated with lower lung function and higher asthma medication use during 4 years of follow-up in CAMP.

    CONCLUSIONS: We have identified two SNPs associated with earlier onset of childhood asthma in four independent cohorts.