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Himes, Blanca

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Himes

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Blanca

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Himes, Blanca

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  • 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

    Genome-Wide Association Analysis in Asthma Subjects Identifies SPATS2L as a Novel Bronchodilator Response Gene

    (Public Library of Science, 2012) Himes, Blanca; Jiang, Xiaofeng; Hu, Ruoxi; Wu, Ann; Lasky-Su, Jessica; Klanderman, Barbara J.; Ziniti, John; Senter-Sylvia, Jody; Lima, John J.; Irvin, Charles G.; Peters, Stephen P.; Meyers, Deborah A.; Bleecker, Eugene R.; Kubo, Michiaki; Tamari, Mayumi; Nakamura, Yusuke; Szefler, Stanley J.; Lemanske, Robert F.; Zeiger, Robert S.; Strunk, Robert C.; Martinez, Fernando D.; Hanrahan, John P.; Koppelman, Gerard H.; Postma, Dirkje S.; Nieuwenhuis, Maartje A. E.; Vonk, Judith M.; Panettieri, Reynold A.; Markezich, Amy; Israel, Elliot; Carey, Vincent; Tantisira, Kelan; Litonjua, Augusto A.; Lu, Quan; Weiss, Scott

    Bronchodilator response (BDR) is an important asthma phenotype that measures reversibility of airway obstruction by comparing lung function (i.e. FEV1) before and after the administration of a short-acting β2-agonist, the most common rescue medications used for the treatment of asthma. BDR also serves as a test of β2-agonist efficacy. BDR is a complex trait that is partly under genetic control. A genome-wide association study (GWAS) of BDR, quantified as percent change in baseline FEV1 after administration of a β2-agonist, was performed with 1,644 non-Hispanic white asthmatic subjects from six drug clinical trials: CAMP, LOCCS, LODO, a medication trial conducted by Sepracor, CARE, and ACRN. Data for 469,884 single-nucleotide polymorphisms (SNPs) were used to measure the association of SNPs with BDR using a linear regression model, while adjusting for age, sex, and height. Replication of primary P-values was attempted in 501 white subjects from SARP and 550 white subjects from DAG. Experimental evidence supporting the top gene was obtained via siRNA knockdown and Western blotting analyses. The lowest overall combined P-value was 9.7E-07 for SNP rs295137, near the SPATS2L gene. Among subjects in the primary analysis, those with rs295137 TT genotype had a median BDR of 16.0 (IQR = [6.2, 32.4]), while those with CC or TC genotypes had a median BDR of 10.9 (IQR = [5.0, 22.2]). SPATS2L mRNA knockdown resulted in increased β2-adrenergic receptor levels. Our results suggest that SPATS2L may be an important regulator of β2-adrenergic receptor down-regulation and that there is promise in gaining a better understanding of the biological mechanisms of differential response to β2-agonists through GWAS.

  • 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

    RNA-Seq Transcriptome Profiling Identifies CRISPLD2 as a Glucocorticoid Responsive Gene that Modulates Cytokine Function in Airway Smooth Muscle Cells

    (Public Library of Science, 2014) Himes, Blanca; Jiang, Xiaofeng; Wagner, Peter; Hu, Ruoxi; Wang, Qiyu; Klanderman, Barbara; Whitaker, Reid M.; Duan, Q; Lasky-Su, Jessica; Nikolos, Christina; Jester, William; Johnson, Martin; Panettieri, Reynold A.; Tantisira, Kelan; Weiss, Scott; Lu, Quan

    Asthma is a chronic inflammatory respiratory disease that affects over 300 million people worldwide. Glucocorticoids are a mainstay therapy for asthma because they exert anti-inflammatory effects in multiple lung tissues, including the airway smooth muscle (ASM). However, the mechanism by which glucocorticoids suppress inflammation in ASM remains poorly understood. Using RNA-Seq, a high-throughput sequencing method, we characterized transcriptomic changes in four primary human ASM cell lines that were treated with dexamethasone—a potent synthetic glucocorticoid (1 µM for 18 hours). Based on a Benjamini-Hochberg corrected p-value <0.05, we identified 316 differentially expressed genes, including both well known (DUSP1, KLF15, PER1, TSC22D3) and less investigated (C7, CCDC69, CRISPLD2) glucocorticoid-responsive genes. CRISPLD2, which encodes a secreted protein previously implicated in lung development and endotoxin regulation, was found to have SNPs that were moderately associated with inhaled corticosteroid resistance and bronchodilator response among asthma patients in two previously conducted genome-wide association studies. Quantitative RT-PCR and Western blotting showed that dexamethasone treatment significantly increased CRISPLD2 mRNA and protein expression in ASM cells. CRISPLD2 expression was also induced by the inflammatory cytokine IL1β, and small interfering RNA-mediated knockdown of CRISPLD2 further increased IL1β-induced expression of IL6 and IL8. Our findings offer a comprehensive view of the effect of a glucocorticoid on the ASM transcriptome and identify CRISPLD2 as an asthma pharmacogenetics candidate gene that regulates anti-inflammatory effects of glucocorticoids in the ASM.

  • 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 genome-wide association study of bronchodilator response in asthmatics

    (Nature Publishing Group, 2013) Duan, Q; Lasky-Su, Jessica; Himes, Blanca; Qiu, Weiliang; Litonjua, Augusto A.; Damask, Amy; Lazarus, Richard; Klanderman, Barbara; Irvin, Charles G.; Peters, Stephen P; Hanrahan, John P; Lima, John J.; Martinez, Fernando D.; Mauger, David; Chinchilli, Vernon M.; Soto-Quiros, Manuel; Avila, Lydiana; Celedón, Juan C.; Lange, Christoph; Weiss, Scott; Tantisira, Kelan

    Reversibility of airway obstruction in response to β2-agonists is highly variable among asthmatics, which is partially attributed to genetic factors. In a genome-wide association study of acute bronchodilator response (BDR) to inhaled albuterol, 534,290 single nucleotide polymorphisms (SNPs) were tested in 403 white trios from the Childhood Asthma Management Program using five statistical models to determine the most robust genetic associations. The primary replication phase included 1397 polymorphisms in three asthma trials (pooled n=764). The second replication phase tested 13 SNPs in three additional asthma populations (n=241, n=215, and n=592). An intergenic SNP on chromosome 10, rs11252394, proximal to several excellent biological candidates, significantly replicated (p=1.98×10−7) in the primary replication trials. An intronic SNP (rs6988229) in the collagen (COL22A1) locus also provided strong replication signals (p=8.51×10−6). This study applied a robust approach for testing the genetic basis of BDR and identified novel loci associated with this drug response in asthmatics.

  • 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

    Inhaled corticosteroid treatment modulates ZNF432 gene variant’s effect on bronchodilator response in asthmatics

    (Elsevier BV, 2014) Wu, Ann; Himes, Blanca; Lasky-Su, Jessica; Litonjua, Augusto A.; Peters, Stephen P.; Lima, John; Kubo, Michiaki; Tamari, Mayumi; Nakamura, Yusuke; Qiu, Weiliang; Weiss, Scott; Tantisira, Kelan

    Background: Single nucleotide polymorphisms (SNPs) influence a patient's response to inhaled corticosteroids and β2-agonists, and the effect of treatment with inhaled corticosteroids is synergistic with the effect of β2-agonists. We hypothesized that use of inhaled corticosteroids could influence the effect of SNPs associated with bronchodilator response.

    Objective: To assess whether, among asthma subjects, the association of SNPs with bronchodilator response is different between those treated with inhaled corticosteroids vs. those on placebo.

    Methods: A genome-wide association analysis was conducted using 581 white subjects from the Childhood Asthma Management Program (CAMP). Using data for 449,540 SNPs, we conducted a gene by environment analysis in PLINK with inhaled corticosteroid treatment as the environmental exposure and bronchodilator response as the outcome measure. We attempted to replicate the top 12 SNPs in the Leukotriene Modifier Or Corticosteroid or Corticosteroid-Salmeterol (LOCCS) Trial.

    Results: The combined P-value for the CAMP and LOCCS populations was 4.81E-08 for rs3752120, which is located in the zinc finger protein gene ZNF432, and has unknown function.

    Conclusions: Inhaled corticosteroids appear to modulate the association of bronchodilator response with variant(s) in the ZNF432 gene among adults and children with asthma.

    Clinical Implications: Clinicians who treat asthma patients with inhaled corticosteroids should be aware that the patient's genetic makeup likely influences response as measured in lung function.

    Capsule Summary: Our study suggests that inhaled corticosteroids could influence the effect of multiple SNPs associated with bronchodilator response across the genome.

  • 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 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.