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O’Malley K, Ghetu CC, Rohlman D, Anderson KA. Assessing Wildfire Impact on Diffusive Flux of Parent and Alkylated PAHs: A Pilot Study of Soil-Air Chemical Movement before, during, and after Wildfires. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58:23117-23126. [PMID: 39689904 PMCID: PMC11697327 DOI: 10.1021/acs.est.4c09139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Revised: 11/26/2024] [Accepted: 11/27/2024] [Indexed: 12/19/2024]
Abstract
The global wildfire risk is predicted to rise due to contributing factors of historical fire management strategies and increases in extreme weather conditions. Thus, there is a need to better understand contaminant movement and human exposure to wildfire smoke. Vapor-phase polycyclic aromatic hydrocarbons (PAHs) are elevated during wildfires, but little is known about how these chemicals move during and after wildfire events for exposure risk assessment. Paired air and soil pore air passive samplers were deployed before, during, and after wildfires to determine diffusive flux of vapor-phase parent (p-PAH) and alkylated (a-PAH) PAHs in the Western United States. Naphthalene and 2-methylnaphthalene contributed to most of the volatilization and deposition (6.3-89%) before and after a wildfire. Retene (41%) and phenanthrene (27%) contributed substantially to deposition during a wildfire. During wildfires, the number of PAHs in deposition increased at sites with worse air quality. Most p-PAHs and a-PAHs were either depositing or near equilibrium after a wildfire, except for retene at several locations. A majority (≥50%) of PAHs had a 50% magnitude difference between flux before and after a wildfire. This study increases the understanding of PAH movement and exposure during each stage of the wildfire cycle.
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Affiliation(s)
- Kelly
E. O’Malley
- Department
of Environmental and Molecular Toxicology, Oregon State University, Corvallis, Oregon 97331, United States
| | - Christine C. Ghetu
- Department
of Environmental and Molecular Toxicology, Oregon State University, Corvallis, Oregon 97331, United States
| | - Diana Rohlman
- College of
Health, Oregon State University, Corvallis, Oregon 97331, United States
| | - Kim A. Anderson
- Department
of Environmental and Molecular Toxicology, Oregon State University, Corvallis, Oregon 97331, United States
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Bramer LM, Dixon HM, Degnan DJ, Rohlman D, Herbstman JB, Anderson KA, Waters KM. Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration. PACIFIC SYMPOSIUM ON BIOCOMPUTING. PACIFIC SYMPOSIUM ON BIOCOMPUTING 2024; 29:170-186. [PMID: 38160278 PMCID: PMC10766083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 01/03/2024]
Abstract
Wearable silicone wristbands are a rapidly growing exposure assessment technology that offer researchers the ability to study previously inaccessible cohorts and have the potential to provide a more comprehensive picture of chemical exposure within diverse communities. However, there are no established best practices for analyzing the data within a study or across multiple studies, thereby limiting impact and access of these data for larger meta-analyses. We utilize data from three studies, from over 600 wristbands worn by participants in New York City and Eugene, Oregon, to present a first-of-its-kind manuscript detailing wristband data properties. We further discuss and provide concrete examples of key areas and considerations in common statistical modeling methods where best practices must be established to enable meta-analyses and integration of data from multiple studies. Finally, we detail important and challenging aspects of machine learning, meta-analysis, and data integration that researchers will face in order to extend beyond the limited scope of individual studies focused on specific populations.
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Affiliation(s)
- Lisa M Bramer
- Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd Richland, WA 99354, United States,
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Bramer LM, Dixon HM, Degnan DJ, Rohlman D, Herbstman JB, Anderson KA, Waters KM. Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.09.29.560217. [PMID: 37873084 PMCID: PMC10592864 DOI: 10.1101/2023.09.29.560217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2023]
Abstract
Wearable silicone wristbands are a rapidly growing exposure assessment technology that offer researchers the ability to study previously inaccessible cohorts and have the potential to provide a more comprehensive picture of chemical exposure within diverse communities. However, there are no established best practices for analyzing the data within a study or across multiple studies, thereby limiting impact and access of these data for larger meta-analyses. We utilize data from three studies, from over 600 wristbands worn by participants in New York City and Eugene, Oregon, to present a first-of-its-kind manuscript detailing wristband data properties. We further discuss and provide concrete examples of key areas and considerations in common statistical modeling methods where best practices must be established to enable meta-analyses and integration of data from multiple studies. Finally, we detail important and challenging aspects of machine learning, meta-analysis, and data integration that researchers will face in order to extend beyond the limited scope of individual studies focused on specific populations.
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Affiliation(s)
- Lisa M Bramer
- Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd Richland, WA 99354, United States
| | - Holly M Dixon
- Environmental and Molecular Toxicology, Oregon State University, 1007 Agriculture & Life Sciences Building, Corvallis, OR 97331, United States
| | - David J Degnan
- Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd Richland, WA 99354, United States
| | - Diana Rohlman
- College of Health, Oregon State University, 103 SW Memorial Place, Corvallis, OR 97331, United States
| | - Julie B Herbstman
- Department of Environmental Health Sciences, Mailman School of Public Health, Columbia University, 722 West 168th Street, New York City, NY 10032, United States
| | - Kim A Anderson
- Environmental and Molecular Toxicology, Oregon State University, 1007 Agriculture & Life Sciences Building, Corvallis, OR 97331, United States
| | - Katrina M Waters
- Biological Sciences Division, Pacific Northwest National Laboratory, 902 Battelle Blvd Richland, WA 99354, United States
- Environmental and Molecular Toxicology, Oregon State University, 1007 Agriculture & Life Sciences Building, Corvallis, OR 97331, United States
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Hoover AG. Invited Perspective: Making the Implicit Explicit-Connecting Environmental Health Literacy and Exposure Report-Back. ENVIRONMENTAL HEALTH PERSPECTIVES 2023; 131:91301. [PMID: 37682723 PMCID: PMC10489875 DOI: 10.1289/ehp13493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 07/25/2023] [Accepted: 08/10/2023] [Indexed: 09/10/2023]
Affiliation(s)
- Anna Goodman Hoover
- Department of Epidemiology and Environmental Health, College of Public Health, University of Kentucky, Lexington, Kentucky, USA
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Samon SM, Hammel SC, Stapleton HM, Anderson KA. Silicone wristbands as personal passive sampling devices: Current knowledge, recommendations for use, and future directions. ENVIRONMENT INTERNATIONAL 2022; 169:107339. [PMID: 36116363 PMCID: PMC9713950 DOI: 10.1016/j.envint.2022.107339] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 06/03/2022] [Accepted: 06/06/2022] [Indexed: 05/13/2023]
Abstract
Personal chemical exposure assessment is necessary to determine the frequency and magnitude of individual chemical exposures, especially since chemicals present in everyday environments may lead to adverse health outcomes. In the last decade, silicone wristbands have emerged as a new chemical exposure assessment tool and have since been utilized for assessing personal exposure to a wide range of chemicals in a variety of populations. Silicone wristbands can be powerful tools for quantifying personal exposure to chemical mixtures in a single sample, associating exposure with health outcomes, and potentially overcoming some of the challenges associated with quantifying the chemical exposome. However, as their popularity grows, it is crucial that they are used in the appropriate context and within the limits of the technology. This review serves as a guide for researchers interested in utilizing silicone wristbands as a personal exposure assessment tool. Along with briefly discussing the passive sampling theory behind silicone wristbands, this review performs an in-depth comparison of wristbands to other common exposure assessment tools, including biomarkers of exposure measured in biospecimens, and evaluates their utility in exposure assessments and epidemiological studies. Finally, this review includes recommendations for utilizing silicone wristbands to evaluate personal chemical exposure and provides suggestions on what research is needed to recognize silicone wristbands as a premier chemical exposure assessment tool.
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Affiliation(s)
- Samantha M Samon
- Department of Environmental & Molecular Toxicology, Oregon State University, Corvallis, OR, United States
| | - Stephanie C Hammel
- The National Research Centre for the Working Environment, Copenhagen, Denmark
| | - Heather M Stapleton
- Nicholas School of the Environment, Duke University, Durham, NC, United States
| | - Kim A Anderson
- Department of Environmental & Molecular Toxicology, Oregon State University, Corvallis, OR, United States.
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Samon SM, Rohlman D, Tidwell LG, Hoffman PD, Oluyomi AO, Anderson KA. Associating Increased Chemical Exposure to Hurricane Harvey in a Longitudinal Panel Using Silicone Wristbands. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:6670. [PMID: 35682254 PMCID: PMC9180596 DOI: 10.3390/ijerph19116670] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 05/24/2022] [Accepted: 05/25/2022] [Indexed: 02/01/2023]
Abstract
Hurricane Harvey was associated with flood-related damage to chemical plants and oil refineries, and the flooding of hazardous waste sites, including 13 Superfund sites. As clean-up efforts began, concerns were raised regarding the human health impact of possible increased chemical exposure resulting from the hurricane and subsequent flooding. Personal sampling devices in the form of silicone wristbands were deployed to a longitudinal panel of individuals (n = 99) within 45 days of the hurricane and again one year later in the Houston metropolitan area. Using gas chromatography−mass spectroscopy, each wristband was screened for 1500 chemicals and analyzed for 63 polycyclic aromatic hydrocarbons (PAHs). Chemical exposure levels found on the wristbands were generally higher post-Hurricane Harvey. In the 1500 screen, 188 chemicals were detected, 29 were detected in at least 30% of the study population, and of those, 79% (n = 23) were found in significantly higher concentrations (p < 0.05) post-Hurricane Harvey. Similarly, in PAH analysis, 51 chemicals were detected, 31 were detected in at least 30% of the study population, and 39% (n = 12) were found at statistically higher concentrations (p < 0.05) post-Hurricane Harvey. This study indicates that there were increased levels of chemical exposure after Hurricane Harvey in the Houston metropolitan area.
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Affiliation(s)
- Samantha M. Samon
- Department of Environmental & Molecular Toxicology, Oregon State University, Corvallis, OR 97331, USA; (S.M.S.); (L.G.T.); (P.D.H.)
| | - Diana Rohlman
- College of Public Health and Human Sciences, Oregon State University, Corvallis, OR 97331, USA;
| | - Lane G. Tidwell
- Department of Environmental & Molecular Toxicology, Oregon State University, Corvallis, OR 97331, USA; (S.M.S.); (L.G.T.); (P.D.H.)
| | - Peter D. Hoffman
- Department of Environmental & Molecular Toxicology, Oregon State University, Corvallis, OR 97331, USA; (S.M.S.); (L.G.T.); (P.D.H.)
| | - Abiodun O. Oluyomi
- Section of Epidemiology and Population Sciences, Department of Medicine, Baylor College of Medicine, Houston, TX 77030, USA;
- Gulf Coast Center for Precision Environmental Health, Baylor College of Medicine, Houston, TX 77030, USA
| | - Kim A. Anderson
- Department of Environmental & Molecular Toxicology, Oregon State University, Corvallis, OR 97331, USA; (S.M.S.); (L.G.T.); (P.D.H.)
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