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An Environment-Wide Association Study (EWAS) on Type 2 Diabetes Mellitus

BACKGROUND: Type 2 Diabetes (T2D) and other chronic diseases are caused by a complex combination of many genetic and environmental factors. Few methods are available to comprehensively associate specific physical environmental factors with disease. We conducted a pilot Environmental-Wide Association...

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Autores principales: Patel, Chirag J., Bhattacharya, Jayanta, Butte, Atul J.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2873978/
https://www.ncbi.nlm.nih.gov/pubmed/20505766
http://dx.doi.org/10.1371/journal.pone.0010746
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author Patel, Chirag J.
Bhattacharya, Jayanta
Butte, Atul J.
author_facet Patel, Chirag J.
Bhattacharya, Jayanta
Butte, Atul J.
author_sort Patel, Chirag J.
collection PubMed
description BACKGROUND: Type 2 Diabetes (T2D) and other chronic diseases are caused by a complex combination of many genetic and environmental factors. Few methods are available to comprehensively associate specific physical environmental factors with disease. We conducted a pilot Environmental-Wide Association Study (EWAS), in which epidemiological data are comprehensively and systematically interpreted in a manner analogous to a Genome Wide Association Study (GWAS). METHODS AND FINDINGS: We performed multiple cross-sectional analyses associating 266 unique environmental factors with clinical status for T2D defined by fasting blood sugar (FBG) concentration ≥126 mg/dL. We utilized available Centers for Disease Control (CDC) National Health and Nutrition Examination Survey (NHANES) cohorts from years 1999 to 2006. Within cohort sample numbers ranged from 503 to 3,318. Logistic regression models were adjusted for age, sex, body mass index (BMI), ethnicity, and an estimate of socioeconomic status (SES). As in GWAS, multiple comparisons were controlled and significant findings were validated with other cohorts. We discovered significant associations for the pesticide-derivative heptachlor epoxide (adjusted OR in three combined cohorts of 1.7 for a 1 SD change in exposure amount; p<0.001), and the vitamin γ-tocopherol (adjusted OR 1.5; p<0.001). Higher concentrations of polychlorinated biphenyls (PCBs) such as PCB170 (adjusted OR 2.2; p<0.001) were also found. Protective factors associated with T2D included β-carotenes (adjusted OR 0.6; p<0.001). CONCLUSIONS AND SIGNIFICANCE: Despite difficulty in ascertaining causality, the potential for novel factors of large effect associated with T2D justify the use of EWAS to create hypotheses regarding the broad contribution of the environment to disease. Even in this study based on prior collected epidemiological measures, environmental factors can be found with effect sizes comparable to the best loci yet found by GWAS.
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spelling pubmed-28739782010-05-26 An Environment-Wide Association Study (EWAS) on Type 2 Diabetes Mellitus Patel, Chirag J. Bhattacharya, Jayanta Butte, Atul J. PLoS One Research Article BACKGROUND: Type 2 Diabetes (T2D) and other chronic diseases are caused by a complex combination of many genetic and environmental factors. Few methods are available to comprehensively associate specific physical environmental factors with disease. We conducted a pilot Environmental-Wide Association Study (EWAS), in which epidemiological data are comprehensively and systematically interpreted in a manner analogous to a Genome Wide Association Study (GWAS). METHODS AND FINDINGS: We performed multiple cross-sectional analyses associating 266 unique environmental factors with clinical status for T2D defined by fasting blood sugar (FBG) concentration ≥126 mg/dL. We utilized available Centers for Disease Control (CDC) National Health and Nutrition Examination Survey (NHANES) cohorts from years 1999 to 2006. Within cohort sample numbers ranged from 503 to 3,318. Logistic regression models were adjusted for age, sex, body mass index (BMI), ethnicity, and an estimate of socioeconomic status (SES). As in GWAS, multiple comparisons were controlled and significant findings were validated with other cohorts. We discovered significant associations for the pesticide-derivative heptachlor epoxide (adjusted OR in three combined cohorts of 1.7 for a 1 SD change in exposure amount; p<0.001), and the vitamin γ-tocopherol (adjusted OR 1.5; p<0.001). Higher concentrations of polychlorinated biphenyls (PCBs) such as PCB170 (adjusted OR 2.2; p<0.001) were also found. Protective factors associated with T2D included β-carotenes (adjusted OR 0.6; p<0.001). CONCLUSIONS AND SIGNIFICANCE: Despite difficulty in ascertaining causality, the potential for novel factors of large effect associated with T2D justify the use of EWAS to create hypotheses regarding the broad contribution of the environment to disease. Even in this study based on prior collected epidemiological measures, environmental factors can be found with effect sizes comparable to the best loci yet found by GWAS. Public Library of Science 2010-05-20 /pmc/articles/PMC2873978/ /pubmed/20505766 http://dx.doi.org/10.1371/journal.pone.0010746 Text en Patel et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Patel, Chirag J.
Bhattacharya, Jayanta
Butte, Atul J.
An Environment-Wide Association Study (EWAS) on Type 2 Diabetes Mellitus
title An Environment-Wide Association Study (EWAS) on Type 2 Diabetes Mellitus
title_full An Environment-Wide Association Study (EWAS) on Type 2 Diabetes Mellitus
title_fullStr An Environment-Wide Association Study (EWAS) on Type 2 Diabetes Mellitus
title_full_unstemmed An Environment-Wide Association Study (EWAS) on Type 2 Diabetes Mellitus
title_short An Environment-Wide Association Study (EWAS) on Type 2 Diabetes Mellitus
title_sort environment-wide association study (ewas) on type 2 diabetes mellitus
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2873978/
https://www.ncbi.nlm.nih.gov/pubmed/20505766
http://dx.doi.org/10.1371/journal.pone.0010746
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