AS264 - Modification of PM-mediated arrhythmogenesis in populations (MOPMAP)

Investigator Names and Contact Information

Eric A. Whitsel, MD MPH

Introduction/Intent

We propose a study of the susceptibility to the arrhythmogenic effects of particulate matter (PM) air pollution contributed by common genetic and environmental variation. Its rational derives from the established, but heterogeneous association between ambient levels of PM pollution and acute coronary heart disease (CHD) events, a widespread, but poorly understood threat to public health. The proposed study focuses on carefully selected, resting, standard twelve-lead ECG measures that have been linked to ambient PM concentrations and to acute CHD events. It will optimally leverage genomic, environmental and electrocardiographic data from the Women's Health Initiative (WHI) and its ancillary study, "The Environmental Epidemiology of Arrhythmogenesis in WHI" (AS #140, Whitsel, PI). Specifically, we will examine measures of heart rate variability, ventricular repolarization, myocardial ischemia and ventricular ectopy within five distinct subpopulations of WHI clinical trial (CT) participants living ≤ 500 miles away from their exam sites at the time of their first-recorded, high-quality ECGs between 1999 and 2004. Subpopulation I (1500 Northeast Whites from U.S. Environmental Protection Agency [EPA] Regions 1-2) will be randomly sampled. It will be used to identify potential gene-by-environment interactions between approximately 55,000 cardiovascular disease-related single nucleotide polymorphisms (SNPs) genotyped on the Illumina CARe microarray and daily mean ambient PM concentrations spatially interpolated at geocoded participant addresses. Subpopulations II and III (2250 Southwest Whites from EPA Region 9 and 2250 Blacks from EPA Regions 1-10) also will be randomly sampled. They will be used to replicate examination of the most promising 1% of SNPs identified in Population I. Subpopulation IV (1507 Whites with ventricular ectopy) will be sampled from EPA Regions 1-10, and subpopulation V (1507 Whites without ventricular ectopy) from the same exam sites and periods within which the ectopy cases arose. Collectively, the cases and controls will form the basis of an analysis targeting gene-by-environment interactions as they relate to this dichotomous ECG outcome. All analyses will be well-powered and appropriately adjusted for both ancestral admixture and multiple comparisons. Anticipated findings will substantially increase understanding of susceptibility to and the pathophysiological mechanisms underlying PM-mediated arrhythmogenesis.

Specific Aims

The research described in this proposal examines the contributions of genetic susceptibility and environmental factors to the arrhythmogenic effects of particulate matter (PM) air pollution. The proposal draws on the extant characterization of Women's Health Initiative clinical trial (WHI CT) participants, on their exposure to ambient PM, and on electrocardiographic measures that have been linked to ambient PM concentrations on the one hand, and acute coronary heart disease (CHD) events on the other. The study's specific aims are to:

  1. Sample five distinct subpopulations of WHI CT participants living ≤ 500 miles away from their exam sites at the time of their first-recorded, high-quality resting, standard twelve-lead electrocardiograms (ECGs) between 1999 and 2004

    • a. I: 1500 Northeast Whites (EPA Regions 1-2)

    • b. II: 2250 Southwest Whites (EPA Region 9)

    • c. III: 2250 Blacks (EPA Regions 1-10)

    • d. IV: 1507 Whites with ventricular ectopy (EPA Regions 1-10)

    • e. V: 1507 Whites without ventricular ectopy (same exam sites & periods in which IV arose)

  2. Perform Phase 1 genotyping and genetic epidemiologic analyses

    • a. genotype approximately 55,000 cardiovascular disease (CVD)-related single nucleotide polymorphisms (SNPs) in Subpopulations I, IV & V using the CVDSNP55 microarray

    • b. genotype approximately 384 SNPs identified from published genome-wide association and candidate gene studies in Subpopulations I, IV & V using the 384 Goldengate microarray

    • c. conduct genetic epidemiologic analyses designed to prioritize CVD-related SNP-PM interactions as they relate to heart rate variability, ventricular repolarization and myocardial ischemia in Subpopulation I

    • d. conduct genetic epidemiologic analyses designed to prioritize CVD-related SNP-PM interactions as they relate toventricular ectopy in Subpopulations IV & V

  3. Perform Phase 2 genotyping and replication analyses

    • a. genotype the most promising 1% of SNPs (550) and approximately 218 ancestry informative markers (AIMs) from Phase 1 in Subpopulations II & III using the 768 Goldengate microarray

    • b. conduct genetic epidemiologic analyses designed to prioritize CVD-related SNP-PM interactions as they relate to heart rate variability, ventricular repolarization and myocardial ischemia in Subpopulations II & III

  4. Examine the robustness of findings across alternative

    • a. methodological approaches

    • b. electrocardiographic metrics

    • c. pollutant metrics

  5. And thereby

    • a. Endow WHI with high quality CVD-related SNP data on a total of 9014 WHI CT participants

    • b. Improve understanding of genetic susceptibility to and the pathophysiological mechanisms underlying PMmediated arrhythmogenesis

    • c. Inform epidemiologists, environmental health scientists, and federal regulators responsible for accurately evaluating air quality standards in terms of their ability to protect the cardiovascular health of women living in the U.S.

Related Papers

Fifteen genetic loci associated with the electrocardiographic P wave

Ingrid E. Christophersen et al., 2017/8 PubMed #28794112 MSID: 1009
BACKGROUND: The P wave on an ECG is a measure of atrial electric function, and its characteristics may serve as predictors for atrial arrhythmias. Increased mean P-wave duration and P-wave terminal force traditionally have been used as markers for left atrial enlargement, and both have been associated with increased risk of atrial fibrillation. Here, we explore the genetic basis of P-wave morphology through meta-analysis of genome-wide association study results for P-wave duration and P-wave ter...
Keywords: Electrocardiogram; Genome-Wide Association; Minority
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Genome-wide association study and meta-analysis identify loci associated with ventricular and supraventricular ectopy

Melanie Napier et al., 2018/4 PubMed #29618737 MSID: 1174
The genetic basis of supraventricular and ventricular ectopy (SVE, VE) remains largely uncharacterized, despite established genetic mechanisms of arrhythmogenesis. To identify novel genetic variants associated with SVE/VE in ancestrally diverse human populations, we conducted a genome-wide association study of electrocardiographically identified SVE and VE in five cohorts including approximately 43,000 participants of African, European and Hispanic/Latino ancestry. In thirteen ancestry-stratifie...
Keywords: Electrocardiogram; Ventricular Ectopy; Genome-Wide Association
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GWAS of the electrocardiographic QT interval in Hispanics/Latinos generalizes previously identified loci and identifies population-specific signals

Raul Mendez Giraldez et al., 2017/12 PubMed #29213071 MSID: 2466
QT interval prolongation is a heritable risk factor for ventricular arrhythmias and can predispose to sudden death. Most genome-wide association studies (GWAS) of QT were performed in European ancestral populations, leaving other groups uncharacterized. Herein we present the first QT GWAS of Hispanic/Latinos using data on 15,997 participants from four studies. Study-specific summary results of the association between 1000 Genomes Project (1000G) imputed SNPs and electrocardiographically measured...
Keywords: Ecg; Qt Interval; Gwas
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GWAS of QRS duration identifies new loci specific to Hispanic/Latino populations

Approved Manuscript, Swenson, Brenton et al., 2017/1 MSID: 2468
Keywords: Ecg; Qrs Interval; Gwas
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Broad clinical manifestations of polygenic risk for coronary artery disease in the Women’s Health Initiative

Shoa Clarke et al., 2022/8 PubMed #36034645 MSID: 3914
Background: The genetic basis for coronary artery disease (CAD) risk is highly complex. Genome-wide polygenic risk scores (PRS) can help to quantify that risk, but the broader impacts of polygenic risk for CAD are not well characterized. Methods: We measured polygenic risk for CAD using the meta genomic risk score, a previously validated genome-wide PRS, in a subset of genotyped participants from the Women's Health Initiative and applied a phenome-wide association study framework to assess assoc...
Keywords: Polygenic Risk Score; Genetic Risk Score; Phenome-Wide Association Study; Coronary Artery Disease; Cardiovascular Disease; Myocardial Infarction; Coronary Revascularization
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Farming history and pesticide exposure as risk factors for ALS deaths within the Women’s Health Initiative Observational Cohort; A nested case control study

Approved Proposal, Talbott, Evelyn et al., 2020/10 MSID: 4313
Keywords: Als; Amyotrophic Lateral Sclerosis; Motor Neuron Disease; Occupational; Environmental Exposures; Pesticides; Risk Factors
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Novel loci associated with PR interval in a genome-wide association study of 10 African American cohorts

Anne Butler et al., 2012/11 PubMed #23139255 MSID: 1199
The PR interval, as measured by the resting, standard 12-lead ECG, reflects the duration of atrial/atrioventricular nodal depolarization. Substantial evidence exists for a genetic contribution to PR, including genome-wide association studies that have identified common genetic variants at 9 loci influencing PR in populations of European and Asian descent. However, few studies have examined loci associated with PR in African Americans.We present results from the largest genome-wide association st...
Keywords: Electrocardiogram; Atrioventricular Conduction; Genome-Wide Association
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Genome-wide association study of heart rate variability measures among minority women in the WHI clinical trials: Part B

Approved Proposal, Whitsel, Eric et al., 2012/2 MSID: 1740
Keywords: Electrocardiogram; Heart Rate Variability; Genome-Wide Association
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QT/JT/QRS GWAS meta-analysis – CHARGE EKG Collaboration

Approved Proposal, Young, William et al., 2018/8 MSID: 3670
Keywords: Gwas; Qt Interval; Jt Interval; Qrs Interval; Ecgs
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Long-term air pollution and risk of amyotrophic lateral sclerosis mortality in the Women’s Health Initiative Cohort

Evelyn Talbott et al., 2022/10 PubMed #36220441 MSID: 3712
Background: Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disorder with no cure. Although the etiology of sporadic ALS is largely unknown, environmental exposures may affect ALS risk. Objective: We investigated relationships between exposure to long-term ambient particulate matter (PM) and gaseous air pollution (AP) and ALS mortality. Methods: Within the Women's Health Initiative (WHI) cohort of 161,808 postmenopausal women aged 50-79 years at baseline (1993-1998), we performed a ne...
Keywords: Als; Amyotrophic Lateral Sclerosis; Motor Neuron Disease; Air Pollution; Environmental Exposures; Risk Factors
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Genetic loci associated with heart rate variability and their effects on cardiac disease risk

Ilja Nolte et al., 2017/6 PubMed #28613276 MSID: 3083
Reduced cardiac vagal control reflected in low heart rate variability (HRV) is associated with greater risks for cardiac morbidity and mortality. In two-stage meta-analyses of genome-wide association studies for three HRV traits in up to 53,174 individuals of European ancestry, we detect 17 genome-wide significant SNPs in eight loci. HRV SNPs tag non-synonymous SNPs (in NDUFA11 and KIAA1755), expression quantitative trait loci (eQTLs) (influencing GNG11, RGS6 and NEO1), or are located in genes p...
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The genetic architecture of hematological traits within and between populations

Approved Manuscript, Chen, Ming-Huei et al., 2019/11 MSID: 3222
Keywords: Blood Cell Traits; Hematologic Traits; Genome-Wide Association Study; Meta-Analysis; Association
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Electrocardiographic p-wave duration reveals diverse genetic mechanisms of atrial fibrillation

Approved Manuscript, Weng, Lu-Chen et al., 2019/10 MSID: 3994
Keywords: Electrocardiology (Ecg); Genetics; Association Studies; Atrial Fibrillation
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Metabolomic evaluation of air pollution-related bone damage and potential mediation

Approved Manuscript, Prada, Diddier et al., 2023/2 MSID: 4490
Keywords: Metabolomics; Air Pollution; Bone Mineral Density; Pm2.5; Pm10
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Genomic predictors of venous thromboembolism

Approved Proposal, Smith, Nicholas et al., 2016/12 MSID: 3227
Keywords: Venous Thrombosis; Venous Thromboembolism; Genetics; Genome-Wide Association Study; Meta-Analysis
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Prospective associations of C-reactive protein (CRP) levels and CRP genetic risk scores with risk of total knee and hip replacement for osteoarthritis in a diverse cohort

Aladdin Shadyab et al., 2018/5 PubMed #29758352 MSID: 3342
OBJECTIVE: To examine associations of high-sensitivity C-reactive protein (CRP) levels and polygenic CRP genetic risk scores (GRS) with risk of end-stage hip or knee osteoarthritis (OA), defined as incident total hip (THR) or knee replacement (TKR) for OA. DESIGN: This study included a cohort of postmenopausal white, African American, and Hispanic women from the Women's Health Initiative. Women were followed from baseline to date of THR or TKR, death, or December 31, 2014. Medicare claims data i...
Keywords: C-Reactive Protein; Crp; Genetic Risk Score; Inflammation; Osteoarthritis
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The impact of ancestry and common genetic variants on QT interval in African Americans

J Gustav Smith et al., 2012/12 PubMed #23166209 MSID: 1157
Ethnic differences in cardiac arrhythmia incidence have been reported, with a particularly high incidence of sudden cardiac death and low incidence of atrial fibrillation in individuals of African ancestry. We tested the hypotheses that African ancestry and common genetic variants are associated with prolonged duration of cardiac repolarization, a central pathophysiological determinant of arrhythmia, as measured by the electrocardiographic QT interval.First, individual estimates of African and E...
Keywords: Electrocardiogram; Ventricular Repolarization; Genome-Wide Association
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Common genetic variation near the connexin-43 gene is associated with resting heart rate in African Americans: A genome-wide association study of 13,372 participants

Rajat Deo et al., 2012/11 PubMed #23183192 MSID: 1160
Genome-wide association studies have identified several genetic loci associated with variation in resting heart rate in European and Asian populations. No study has evaluated genetic variants associated with heart rate in African Americans.To identify novel genetic variants associated with resting heart rate in African Americans.Ten cohort studies participating in the Candidate-gene Association Resource and Continental Origins and Genetic Epidemiology Network consortia performed genome-wide geno...
Keywords: Electrocardiogram; Heart Rate Variability; Genome-Wide Association
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Genome-wide association study of PR interval in Hispanic/Latinos identifies novel locus at ID2

Amanda A. Seyerle et al., 2017/11 PubMed #29127183 MSID: 2467
OBJECTIVE: PR interval (PR) is a heritable electrocardiographic measure of atrial and atrioventricular nodal conduction. Changes in PR duration may be associated with atrial fibrillation, heart failure and all-cause mortality. Hispanic/Latino populations have high burdens of cardiovascular morbidity and mortality, are highly admixed and represent exceptional opportunities for novel locus identification. However, they remain chronically understudied. We present the first genome-wide association s...
Keywords: Ecg/Electrocardiogram; Epidemiology; Genetics; Genome-Wide Association Studies (Gwas)
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Fine-mapping, novel loci identification, and SNP association transferability in a genome-wide association study of QRS duration in African Americans

Margaux F. Keller et al., 2016/8 PubMed #27577874 MSID: 1299
The electrocardiographic QRS duration, a measure of ventricular depolarization and conduction, is associated with cardiovascular mortality. While single nucleotide polymorphisms (SNPs) associated with QRS duration have been identified at 22 loci in populations of European descent, the genetic architecture of QRS duration in non-European populations is largely unknown. We therefore performed a genome-wide association study (GWAS) meta-analysis of QRS duration in 13,031 African Americans from ten ...
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Genome-wide association study of susceptibility to particulate matter-associated QT prolongation

Rahul Gondalia et al., 2017/6 PubMed #28749367 MSID: 1633
BACKGROUND: Ambient particulate matter (PM) air pollution exposure has been associated with increases in QT interval duration (QT). However, innate susceptibility to PM-associated QT prolongation has not been characterized. OBJECTIVE: To characterize genetic susceptibility to PM-associated QT prolongation in a multi-racial/ethnic, genome-wide association study (GWAS). METHODS: Using repeated electrocardiograms (1986-2004), longitudinal data on in diameter (), and generalized estimating equations...
Related Studies: 264, M5

Relationship between marital transitions, health behaviors, and health indicators of postmenopausal women: Results from the Women's Health Initiative

Randa Kutob et al., 2017/1 PubMed #28072926 MSID: 2078
BACKGROUND: Historically, marital status has been associated with lower mortality and transitions into marriage were generally accompanied by improved health status. Conversely, divorce has been associated with increased mortality, possibly mediated by changes in health behaviors. METHODS: This study uses data from a prospective cohort of 79,094 postmenopausal women participating in the Women's Health Initiative Observational Study (WHI-OS) to examine the relationship between marital transition ...
Keywords: Body Mass Index; Divorce; Health Behaviors; Marriage; Menopausal; Obesity; Smoking
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Identification of nine new susceptibility loci for endometrial cancer

Tracy O'Mara et al., 2018/8 PubMed #30093612 MSID: 3020
Endometrial cancer is the most commonly diagnosed cancer of the female reproductive tract in developed countries. Through genome-wide association studies (GWAS), we have previously identified eight risk loci for endometrial cancer. Here, we present an expanded meta-analysis of 12,906 endometrial cancer cases and 108,979 controls (including new genotype data for 5624 cases) and identify nine novel genome-wide significant loci, including a locus on 12q24.12 previously identified by meta-GWAS of en...
Keywords: Endometrial Cancer; Genetics; Gwas; Genotype Imputation
Related Studies: 224, 264, BA18, M13, W63, W64

Association studies of up to 1.2 million individuals yield new insights into the genetic etiology of tobacco and alcohol use

Mengzhen Liu et al., 2019/1 PubMed #30643251 MSID: 3580
Tobacco and alcohol use are leading causes of mortality that influence risk for many complex diseases and disorders1. They are heritable2,3 and etiologically related4,5 behaviors that have been resistant to gene discovery efforts6-11. In sample sizes up to 1.2 million individuals, we discovered 566 genetic variants in 406 loci associated with multiple stages of tobacco use (initiation, cessation, and heaviness) as well as alcohol use, with 150 loci evidencing pleiotropic association. Smoking phe...
Related Studies: 224, 264, BA3, M13, W63, W66

Multi-ethnic genome-wide association study of decomposed cardioelectric phenotypes illustrates strategies to identify and characterize evidence of shared genetic effects for complex traits

Antoine Baldassari et al., 2020/8 PubMed #32602732 MSID: 3059
Background: We examined how expanding electrocardiographic trait genome-wide association studies to include ancestrally diverse populations, prioritize more precise phenotypic measures, and evaluate evidence for shared genetic effects enabled the detection and characterization of loci. Methods: We decomposed 10 seconds, 12-lead electrocardiograms from 34 668 multi-ethnic participants (15% Black; 30% Hispanic/Latino) into 6 contiguous, physiologically distinct (P wave, PR segment, QRS interval, S...
Keywords: Electrocardiography; Genetics; Pleiotropy; Multivariate; Ion Channels
Related Studies: 224, 264, BA3, M5, M13, W63

Comparison of PM2.5 air pollution exposures and health effects associations using 11 different modeling approaches in the Women's Health Initiative Memory Study (WHIMS)

Melinda Power et al., 2024/1 PubMed #38226465 MSID: 4126
Background: Many approaches to quantifying air pollution exposures have been developed. However, the impact of choice of approach on air pollution estimates and health-effects associations remains unclear. Objectives: Our objective is to compare particulate matter with aerodynamic diameter ≤ 2.5 μ m ( PM 2.5 ) concentrations and resulting health effects associations using multiple estimation approaches previously used in epidemiologic analyses. Methods: We assigned annual PM 2.5 exposure estimat...
Keywords: Air Pollution; Particulate Matter; Ozone; Environmental Health; Environmental Epidemiology
Related Studies: 140, 150, 226, 251, 252, 264, 315, 552

Neighborhood socioeconomic status, green space, and walkability and risk for falls among postmenopausal women: The Women’s Health Initiative

Marilyn Wende et al., 2023/5 PubMed #37149415 MSID: 4068
Purpose: This study estimated associations between neighborhood socioeconomic status (NSES), walkability, green space, and incident falls among postmenopausal women and evaluated modifiers of these associations, including study arm, race and ethnicity, baseline household income, baseline walking, age at enrollment, baseline low physical functioning, baseline fall history, climate region, and urban-rural residence. Methods: The Women's Health Initiative recruited a national sample of postmenopaus...
Keywords: Built Environment; Neighborhood; Falls; Physical Activity; Injury
Related Studies: 140, 220, 251, 252, 264, 315, 442, 481

How neighborhood socioeconomic status, green space, and walkability are associated with risk for fracture among postmenopausal women: The Women’s Health Initiative

Marilyn Wende et al., 2023/7 PubMed #37149415 MSID: 4069
Purpose: This study estimated associations between neighborhood socioeconomic status (NSES), walkability, green space, and incident falls among postmenopausal women and evaluated modifiers of these associations, including study arm, race and ethnicity, baseline household income, baseline walking, age at enrollment, baseline low physical functioning, baseline fall history, climate region, and urban-rural residence. Methods: The Women's Health Initiative recruited a national sample of postmenopaus...
Keywords: Neighborhood Socioeconomic Status; Walkability; Green Space; Fracture; Postmenopausal
Related Studies: 140, 220, 251, 252, 264, 315, 442, 481

Rare and low-frequency coding variants alter human adult height

E Marouli et al., 2017/2 PubMed #28146470 MSID: 3086
Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1-4.8%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of...
Keywords: N/A
Related Studies: 224, 264, M13, M24, W63

Genome-wide association study of heart rate and its variability in Hispanic/Latino cohorts

Kathleen Kerr et al., 2017/6 PubMed #28610988 MSID: 2510
BACKGROUND: Although time-domain measures of heart rate variability (HRV) are used to estimate cardiac autonomic tone and disease risk in multi-ethnic populations, the genetic epidemiology of HRV in Hispanics/Latinos has not been characterized. OBJECTIVE: Conduct a genome-wide association study (GWAS) of heart rate (HR) and its variability in the Hispanic Community Health Study / Study of Latinos, Multi-Ethnic Study of Atherosclerosis, and Women's Health Initiative Hispanic SNP-Health Associatio...
Keywords: Autonomic Nervous System; Electrocardiogram (Ecg); Epidemiology; Genetic Association Studies; Ion Channels/Membrane Transport
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