ArticleEnvironment international2020
An external exposome-wide association study of hypertensive disorders of pregnancy.
Article in Environment international, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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The trial behind it
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Who cites it
20 citing papers in PubMed.
- The spatial and contextual exposome and subtypes of hypertensive disorders of pregnancy: a double machine learning-based analysis.Exposome · 2026Article
- Article
- External Exposome Factors and Adverse Heart Failure Outcomes in the OneFlorida+ Network: Retrospective Cohort Study.JMIR formative research · 2025Article
- An exploratory analysis of the impact of area-level exposome on geographic disparities in aggressive prostate cancer.Scientific reports · 2024Article
- Modifiable factors associated with cognitive performance in Chinese adolescents: a national environment-wide association study.European child & adolescent psychiatry · 2024Article
- Exploring the Relation between Contextual Social Determinants of Health and COVID-19 Occurrence and Hospitalization.Informatics (MDPI) · 2024Article
- External exposome and all-cause mortality in European cohorts: the EXPANSE project.Frontiers in epidemiology · 2024Article
- Questionnaire-based exposome-wide association studies for common diseases in the Personalized Environment and Genes Study.Exposome · 2024Article
- Enriching Real-world Data with Social Determinants of Health for Health Outcomes and Health Equity: Successes, Challenges, and Opportunities.Yearbook of medical informatics · 2023Article
- An external exposome-wide association study of opioid use disorder diagnosed during pregnancy in Florida.The Science of the total environment · 2023Article
- The impact of social and environmental factors on cancer biology in Black Americans.Cancer causes & control : CCC · 2023Review
- Impact of Contextual-Level Social Determinants of Health on Newer Antidiabetic Drug Adoption in Patients with Type 2 Diabetes.International journal of environmental research and public health · 2023Article
- Methodological Challenges in Spatial and Contextual Exposome-Health Studies.Critical reviews in environmental science and technology · 2023Article
- Environmental effects on acute exacerbations of respiratory diseases: A real-world big data study.The Science of the total environment · 2022Article
- Machine Learning Approaches for Measuring Neighborhood Environments in Epidemiologic Studies.Current epidemiology reports · 2022Review
- Advancing tools for human early lifecourse exposome research and translation (ATHLETE): Project overview.Environmental epidemiology (Philadelphia, Pa.) · 2021Review
- Semantic standards of external exposome data.Environmental research · 2021Review
- Considering environmental exposures to per- and polyfluoroalkyl substances (PFAS) as risk factors for hypertensive disorders of pregnancy.Environmental research · 2021Review
- An external exposome-wide association study of COVID-19 mortality in the United States.The Science of the total environment · 2021Article
- Prediction of hypertensive disorders in pregnancy based on placental growth factor.Technology and health care : official journal of the European Society for Engineering and Medicine · 2021Article
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
It is widely recognized that exogenous factors play an important role in the development of hypertensive disorders of pregnancy (HDP). However, only a few external environmental factors have been studied, often separately, with no attempt to examine the totality of the external environment, or the external exposome. We conducted an external exposome-wide association study (ExWAS) using the Florida Vital Statistics Birth Records including 819,399 women with live births in 2010-2013. A total of 5784 factors characterizing women's surrounding natural, built, and social environment during pregnancy from 10 data sources were collected, harmonized, integrated, and spatiotemporally linked to the women based on pregnancy periods using 250 m buffers around their geocoded residential addresses. A random 50:50 split divided the data into discovery and replication sets, and a 3-phase procedure was used. In phase 1, associations between HDP and individual factors were examined, and Bonferroni adjustment was performed. In phase 2, an elastic net model was used to perform variable selection among significant variables from phase 1. In phase 3, a multivariable logistic regression model including all variables selected by the elastic net model was fitted. Variables that were significant in both the discovery and replication sets were retained. Among the 528 and 490 variables identified in Phase 1, 232 and 224 were selected by the elastic net model in Phase 2, and 67 and 48 variables remained statistically significant in Phase 3 in the discovery and replication sets, respectively. A total of 12 variables were significant in both the discovery and replication sets, including air toxicants (e.g., 2,2,4-trimethylpentane), meteorological factors (e.g., omega or vertical velocity at 125mb pressure level), neighborhood crime and safety (e.g., burglary rate), and neighborhood sociodemographic status (e.g., urbanization). This is the first large external exposome study of HDP. It confirmed some of the previously reported associations and generated unexpected predictors within the environment that may warrant more focused evaluation.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.