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A Bayesian framework for estimating disease risk due to exposure to uranium mine and mill waste on the Navajo Nation

Author

Listed:
  • Lauren Hund
  • Edward J. Bedrick
  • Curtis Miller
  • Gabriel Huerta
  • Teddy Nez
  • Sandy Ramone
  • Chris Shuey
  • Miranda Cajero
  • Johnnye Lewis

Abstract

type="main" xml:id="rssa12099-abs-0001"> More than 1100 abandoned mines, milling sites and waste piles from the uranium mining period are scattered across the Navajo Nation, resulting in exposures to environmental metals, including uranium. The Diné Network for Environmental Health project began in response to concerns regarding the community health effects of these environmental exposures on chronic disease. The paper presents the results of the initial Diné Network for Environmental Health survey of 1304 individuals living on the Navajo Nation. We examine the relationship between uranium mine waste exposure and kidney disease, diabetes and hypertension. These chronic diseases are found at high prevalences in the study population, present major public health risks and have been linked to metals exposures in other studies. We model the exposure–outcome relationship by using a multivariate model for the three binary responses. We implement a Bayesian multivariate t-model, which has marginal log-odds ratio parameter interpretations and is computationally efficient. In examining environmental exposures, appropriately adjusting for potential confounders is pivotal to obtaining policy relevant effect estimates. We use Bayesian model averaging to account for uncertainty in the functional form for confounding adjustment within a small set of measured confounders. Using this multivariate framework, we find evidence of associations between these chronic diseases and both historic mining era and legacy mining exposures.

Suggested Citation

  • Lauren Hund & Edward J. Bedrick & Curtis Miller & Gabriel Huerta & Teddy Nez & Sandy Ramone & Chris Shuey & Miranda Cajero & Johnnye Lewis, 2015. "A Bayesian framework for estimating disease risk due to exposure to uranium mine and mill waste on the Navajo Nation," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 178(4), pages 1069-1091, October.
  • Handle: RePEc:bla:jorssa:v:178:y:2015:i:4:p:1069-1091
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    File URL: http://hdl.handle.net/10.1111/rssa.2015.178.issue-4
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    Citations

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    Cited by:

    1. Christine Samuel-Nakamura & Felicia S. Hodge & Sophie Sokolow & Abdul-Mehdi S. Ali & Wendie A. Robbins, 2019. "Metal(loid)s in Cucurbita pepo in a Uranium Mining Impacted Area in Northwestern New Mexico, USA," IJERPH, MDPI, vol. 16(14), pages 1-15, July.
    2. Christine Samuel-Nakamura, 2020. "Using Traditional Methods for Collaborative Fieldwork in a Uranium Food Chain Study on Diné Lands in the US Southwest," Sustainability, MDPI, vol. 12(17), pages 1-12, August.
    3. Christine Samuel-Nakamura & Wendie A. Robbins & Felicia S. Hodge, 2017. "Uranium and Associated Heavy Metals in Ovis aries in a Mining Impacted Area in Northwestern New Mexico," IJERPH, MDPI, vol. 14(8), pages 1-17, July.
    4. Caubet, Miguel & Samoilenko, Mariia & Drouin, Simon & Sinnett, Daniel & Krajinovic, Maja & Laverdière, Caroline & Marcil, Valérie & Lefebvre, Geneviève, 2023. "Bayesian joint modeling for causal mediation analysis with a binary outcome and a binary mediator: Exploring the role of obesity in the association between cranial radiation therapy for childhood acut," Computational Statistics & Data Analysis, Elsevier, vol. 177(C).
    5. Jonathan Credo & Jaclyn Torkelson & Tommy Rock & Jani C. Ingram, 2019. "Quantification of Elemental Contaminants in Unregulated Water across Western Navajo Nation," IJERPH, MDPI, vol. 16(15), pages 1-15, July.
    6. Sara S. Nozadi & Li Li & Li Luo & Debra MacKenzie & Esther Erdei & Ruofei Du & Carolyn W. Roman & Joseph Hoover & Elena O’Donald & Courtney Burnette & Johnnye Lewis, 2021. "Prenatal Metal Exposures and Infants’ Developmental Outcomes in a Navajo Population," IJERPH, MDPI, vol. 19(1), pages 1-24, December.
    7. Madeleine K. Scammell & Caryn Sennett & Rebecca L. Laws & Robert L. Rubin & Daniel R. Brooks & Juan José Amador & Damaris López-Pilarte & Oriana Ramirez-Rubio & David J. Friedman & Michael D. McClean , 2020. "Urinary Metals Concentrations and Biomarkers of Autoimmunity among Navajo and Nicaraguan Men," IJERPH, MDPI, vol. 17(15), pages 1-17, July.
    8. Nicole Thompson González & Jennifer Ong & Li Luo & Debra MacKenzie, 2022. "Chronic Community Exposure to Environmental Metal Mixtures Is Associated with Selected Cytokines in the Navajo Birth Cohort Study (NBCS)," IJERPH, MDPI, vol. 19(22), pages 1-14, November.
    9. Tommy Rock & Ricky Camplain & Nicolette I. Teufel-Shone & Jani C. Ingram, 2019. "Traditional Sheep Consumption by Navajo People in Cameron, Arizona," IJERPH, MDPI, vol. 16(21), pages 1-13, October.
    10. Tommy Rock & Lindsey Jones & Jani C. Ingram, 2021. "Approaches for Disseminating Environmental Research Findings to Navajo Communities," IJERPH, MDPI, vol. 18(13), pages 1-8, June.

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