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Furlong MA, Liu T, Jung A, Beitel S, Hughes J, Krause R, Graber JM, Calkins MM, Calafat AM, Botelho JC, Huentelman M, Gulotta J, Goodrich JM, Burgess JL. Per- and polyfluoroalkyl Substances (PFAS) and microRNA: an epigenome-wide association study in firefighters. ENVIRONMENTAL RESEARCH 2025:121766. [PMID: 40350013 DOI: 10.1016/j.envres.2025.121766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2024] [Revised: 04/30/2025] [Accepted: 05/01/2025] [Indexed: 05/14/2025]
Abstract
The occupation of firefighting is classified as a Group 1 carcinogen. Increased cancer risk among firefighters may be partly attributable to increased occupational exposure to a range of chemicals, including per- and polyfluoroalkyl substances (PFAS). Some PFAS are known and suspect human carcinogens. Investigating epigenetic response to these PFAS exposures in firefighters may help to identify biological pathways of specific cancers, and previously unidentified health outcomes that are associated with PFAS. We therefore investigated the associations of serum PFAS concentrations with miRNA expression in firefighters. Serum samples collected from 303 firefighters from 6 sites across the USA were analyzed for 9 PFAS along with miRNA expression. Covariate-adjusted linear regression was used to estimate associations between log PFAS and miRNA expression, with false discovery rate (FDR) set to 0.05 for significance, and an exploratory cutoff of FDR q<0.20. Gene set enrichment analysis (GSEA) was performed using miRTarBase's miRWalk pathways. Age, race-ethnicity, BMI, fire department, and sex were controlled for in all models. At FDR<0.05, the linear isomer of perfluorooctane sulfonic acid (PFOS) was inversely associated with miR-128-1-5p expression (Beta = -0.146, 95% CI -0.216, -0.076). At a relaxed FDR of 0.20, we observed inverse associations for the sum of branched isomers of PFOS (Sm-PFOS) with 5 miRNAs (let-7d-5p, let-7a-5p, miR-423-5p, let-7b-5p, miR-629-5p). Several pathways were enriched for multiple PFAS, including those correlated with certain cancers, blood diseases, thyroid disorders, autoimmune disorders, and neurological outcomes. Some PFAS in firefighters were found to be associated with alteration of miRNA consistent with increased risk for a range of chronic diseases.
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Affiliation(s)
- Melissa A Furlong
- University of Arizona, Mel and Enid Zuckerman College of Public Health, Department of Community, Environment, and Policy.
| | - Tuo Liu
- University of Arizona, Mel and Enid Zuckerman College of Public Health, Department of Community, Environment, and Policy
| | | | - Shawn Beitel
- University of Arizona, Mel and Enid Zuckerman College of Public Health, Department of Community, Environment, and Policy
| | | | | | | | - Miriam M Calkins
- National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention
| | - Antonia M Calafat
- National Center for Environmental Health, Centers for Disease Control and Prevention
| | - Julianne C Botelho
- National Center for Environmental Health, Centers for Disease Control and Prevention
| | | | - John Gulotta
- University of Arizona, Mel and Enid Zuckerman College of Public Health, Department of Community, Environment, and Policy; Tucson Fire Department
| | - Jaclyn M Goodrich
- University of Michigan, School of Public Health, Department of Environmental Health Sciences
| | - Jefferey L Burgess
- University of Arizona, Mel and Enid Zuckerman College of Public Health, Department of Community, Environment, and Policy
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Burgess JL, Beitel SC, Calkins MM, Furlong MA, Louzado Feliciano P, Kolar Gabriel J, Grant C, Goodrich JM, Graber JM, Healy O, Hollister J, Hughes J, Jahnke S, Kern K, Leeb FA, Caban-Martinez AJ, Mayer AC, Osgood R, Porter C, Ranganathan S, Stapleton HM, Schaefer Solle N, Toennis C, Urwin DJ, Valenti M, Gulotta JJ. The Fire Fighter Cancer Cohort Study: Protocol for a Longitudinal Occupational Cohort Study. JMIR Res Protoc 2025; 14:e70522. [PMID: 40262139 PMCID: PMC12056432 DOI: 10.2196/70522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2024] [Revised: 03/03/2025] [Accepted: 03/07/2025] [Indexed: 04/24/2025] Open
Abstract
BACKGROUND Firefighters are at an increased risk of cancer and other health conditions compared with the general population. However, the specific exposures and mechanisms contributing to these risks are not fully understood. This information is critical to formulate and test protective interventions. OBJECTIVE The purpose of the Fire Fighter Cancer Cohort Study (FFCCS) is to conduct community-engaged research with the fire service to advance the evaluation and reduction of firefighter exposures, along with understanding and mitigating effects leading to an increased risk of cancer and other health conditions. This involves establishing a long-term (>30 years) firefighter multicenter prospective cohort study. METHODS The structure of the FFCCS includes a fire service oversight and planning board to provide guidance and foster communication between researchers and fire organizations; a data coordinating center overseeing survey data collection and data management; an exposure assessment center working with quantitative exposure data to construct a firefighter job exposure matrix; and a biomarker analysis center, including a biorepository. Together, the centers evaluate the association between firefighter exposures and toxic health effects. Firefighter research liaisons are involved in all phases of the research. The FFCCS research design primarily uses a set of core and project-specific survey questions accompanied by a collection of biological samples (blood and urine) for the analysis of biomarkers of exposure and effect. Data and samples are collected upon entry into the study, with subsequent collection after eligible exposures, and at intervals (eg, 1-2 years) after enrollment. FFCCS data collection and analysis have been developed to evaluate unique exposures for specific firefighter groups; cancer risks; and end points in addition to cancer, such as reproductive outcomes. Recruitment is carried out with coordination from partnering fire departments and eligible participants, including active career and volunteer firefighters in the United States. RESULTS The FFCCS protocol development was first funded by the US Federal Emergency Management Agency in 2016, with enrollment beginning in February 2018. As of September 2024, >6200 participants from >275 departments across 31 states have enrolled, including recruit and incumbent firefighters. Biological samples have been analyzed for measures of exposure and effect. Specific groups enrolled in the FFCCS include career and volunteer structural firefighters, women firefighters, trainers, fire investigators, wildland firefighters, firefighters responding to wildland-urban interface fires, and airport firefighters. Peer-reviewed published results include measurement of exposures and the toxic effects of firefighting exposure. Whenever possible, research results are provided back to individual participants. CONCLUSIONS The FFCCS is a unique, community-engaged, multicenter prospective cohort study focused on the fire service. Study results contribute to the evaluation of exposures, effects, and preventive interventions across multiple sectors of the US fire service, with broad implications nationally. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/70522.
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Affiliation(s)
- Jefferey L Burgess
- Department of Community, Environment and Policy, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, United States
| | - Shawn C Beitel
- Department of Community, Environment and Policy, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, United States
| | - Miriam M Calkins
- National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Cincinnati, OH, United States
| | - Melissa A Furlong
- Department of Community, Environment and Policy, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, United States
| | - Paola Louzado Feliciano
- Department of Medicine, State University of New York Medical University, Syracuse, NY, United States
| | | | - Casey Grant
- D&S Research Associates and Engineers LLC, Belmont, MA, United States
| | - Jaclyn M Goodrich
- Department of Environmental Health Sciences, University of Michigan School of Publich Health, Ann Arbor, MI, United States
| | - Judith M Graber
- Department of Biostatistics and Epidemiology, Rutgers the State University of New Jersey, Piscataway, NJ, United States
| | - Olivia Healy
- Department of Community, Environment and Policy, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, United States
| | - James Hollister
- Department of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, United States
| | - Jeff Hughes
- Orange County Fire Authority, Irvine, CA, United States
| | - Sara Jahnke
- Center for Fire, Rescue & EMS Health Research, National Development and Research Institutes, Leawood, KS, United States
| | - Krystal Kern
- Department of Community, Environment and Policy, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, United States
| | - Frank A Leeb
- First Responder Center for Excellence, Crofton, MD, United States
| | - Alberto J Caban-Martinez
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, United States
| | - Alexander C Mayer
- National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Cincinnati, OH, United States
| | - Russell Osgood
- Firefighter Cancer Support Network, Burbank, CA, United States
| | - Cynthia Porter
- Department of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, United States
| | | | | | - Natasha Schaefer Solle
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, United States
| | - Christine Toennis
- National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Cincinnati, OH, United States
| | - Derek J Urwin
- Los Angeles County Fire Department, Los Angeles, CA, United States
- Department of Chemistry & Biochemistry, University of California at Los Angeles, Los Angeles, CA, United States
| | - Michelle Valenti
- Department of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, United States
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3
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Goodrich JM, Furlong MA, Urwin DJ, Gabriel J, Hughes J, Jung AM, Calkins MM, DuBose KN, Caban‐Martinez AJ, Solle NS, Beitel SC, Burgess JL. Epigenetic Modifications Associated With Wildland-Urban Interface (WUI) Firefighting. ENVIRONMENTAL AND MOLECULAR MUTAGENESIS 2025; 66:22-33. [PMID: 39968828 PMCID: PMC11905879 DOI: 10.1002/em.70002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Revised: 02/05/2025] [Accepted: 02/07/2025] [Indexed: 02/20/2025]
Abstract
Wildland-urban interface (WUI) firefighting involves exposure to burning vegetation, structures, and other human-made hazards, often without respiratory protection. Response activities can last for long periods of time, spanning multiple days or weeks. Epigenetic modifications, including microRNA (miRNA) expression and DNA methylation, are responsive to toxicant exposures and are part of the development of cancers and other diseases. Epigenetic modifications have not been studied in relation to WUI fires. Firefighters (n = 99) from southern California, including 79 firefighters who responded to at least one WUI fire, provided blood samples at baseline and approximately 10 months later. We quantified the relative abundance of 800 miRNAs in blood samples using the nCounter Human v3 miRNA expression panel and blood leukocyte DNA methylation throughout the genome via the Infinium EPIC array. We used linear mixed models to compare the expression of each miRNA across time and DNA methylation at each locus, adjusting for potential confounders. In the miRNA analysis among all firefighters, 65 miRNAs were significantly different at follow-up compared to baseline at a false discovery rate of 5%. Results were similar when restricted to firefighters with a recorded WUI fire exposure during the interim period, although only 50 were significant. Expression of miRNA hsa-miR-518c-3p, a tumor suppressor, was significantly associated with WUI fire response (fold change 0.77, 95% CI = [0.69, 0.87]). In the DNA methylation analysis, no statistically significant changes over time were identified. In summary, WUI fire exposures over a wildfire season altered miRNA expression but did not substantially impact DNA methylation.
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Affiliation(s)
- Jaclyn M. Goodrich
- Department of Environmental Health SciencesUniversity of Michigan School of Public HealthAnn ArborMichiganUSA
| | - Melissa A. Furlong
- Department of Community, Environment and PolicyUniversity of Arizona Mel and Enid Zuckerman College of Public HealthTucsonArizonaUSA
| | - Derek J. Urwin
- Department of Chemistry & BiochemistryUniversity of California, Los AngelesLos AngelesCaliforniaUSA
- Los Angeles County Fire DepartmentLos AngelesCaliforniaUSA
| | - Jamie Gabriel
- Los Angeles County Fire DepartmentLos AngelesCaliforniaUSA
| | - Jeff Hughes
- Orange County Fire AuthorityIrvineCaliforniaUSA
| | - Alesia M. Jung
- Department of Community, Environment and PolicyUniversity of Arizona Mel and Enid Zuckerman College of Public HealthTucsonArizonaUSA
- Exponent, Inc.Menlo ParkCaliforniaUSA
| | - Miriam M. Calkins
- National Institute for Occupational Safety and Health (NIOSH), Centers for Disease Control and Prevention (CDC)CincinnatiOhioUSA
| | - Kathleen N. DuBose
- United States Department of InteriorOffice of Wildland FireBoiseIdahoUSA
| | | | - Natasha Schaefer Solle
- Department of Public Health SciencesUniversity of Miami Miller School of MedicineMiamiFloridaUSA
| | - Shawn C. Beitel
- Department of Community, Environment and PolicyUniversity of Arizona Mel and Enid Zuckerman College of Public HealthTucsonArizonaUSA
| | - Jefferey L. Burgess
- Department of Community, Environment and PolicyUniversity of Arizona Mel and Enid Zuckerman College of Public HealthTucsonArizonaUSA
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Olivo-Marston SE, Singh S, Hood R, Adetona O. Cancer odds among Ohio firefighters: data from the Ohio Cancer Incidence Surveillance System (OCISS) 1996-2019. BMJ PUBLIC HEALTH 2024; 2:e000471. [PMID: 40018128 PMCID: PMC11812796 DOI: 10.1136/bmjph-2023-000471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 04/12/2024] [Indexed: 03/01/2025]
Abstract
Objectives The objective of the current case-control study was to examine the odds of cancer among firefighters in the state of Ohio and compare the odds of being a firefighter versus police or the general population across different cancer types. Methods Cancer cases were examined from the Ohio Cancer Incidence Surveillance System (OCISS) between 1996 and 2019. Occupation status was classified as firefighter, police or general population. Logistic regression models were run to calculate ORs to determine the odds of being a firefighter compared with police or the general population across different cancer types. Models were adjusted for gender, race, age at cancer diagnosis and year of cancer diagnosis. Results Among the 906 164 cancer cases, 3397 were firefighters and 3341 were police. Firefighters were more likely to be men, white, non-Hispanic, married and a mean age of 66 at the time of cancer diagnosis. Firefighters had increased odds of cancer of the brain (OR=1.40, 95% CI: 0.99 to 1.99) and thyroid (OR=1.53, 95% CI: 1.05 to 2.23) compared with police and oesophageal (OR=1.83, 95% CI: 1.43 to 2.33), skin (OR=1.23, 95% CI: 1.06 to 1.42), brain (OR=1.37, 95% CI: 1.08 to 1.73) and thyroid (OR=1.52, 95% CI: 1.18 to 1.96) compared with the general population. They had decreased odds of pancreas, lung and bronchus and bladder compared with both police and the general population. Similar patterns were observed among male firefighters. Conclusions The current study demonstrated increased odds of several different types of cancer among Ohio firefighters compared with other individuals within the OCISS, which may be associated with differences in risk factors, including occupational exposures. The results align with evidence that firefighting is a cancer risk factor. This study is strengthened by the ability to also compare firefighters to police with regards to the odds of cancer. This supports future hypothesis-driven studies examining how specific occupational exposures are associated with increased cancer risk among Ohio firefighters.
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Affiliation(s)
- Susan Elizabeth Olivo-Marston
- Medical Microbiology, Immunology and Cell Biology and Simmons Cancer Institute, Southern Illinois University School of Medicine, Springfield, Illinois, USA
| | - Shashank Singh
- West Virginia School of Osteopathic Medicine, Lewisburg, West Virginia, USA
| | | | - Olorunfemi Adetona
- College of Public Health, The Ohio State University, Columbus, Ohio, USA
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Nematollahi AJ, Fisher JM, Furlong MA, Beamer PI, Goodrich JM, Graber JM, Calafat AM, Botelho JC, Beitel SC, Littau SR, Gulotta JJ, Wallentine DD, Burgess JL. Comparison of Serum Per- and Polyfluoroalkyl Substances Concentrations in Incumbent and Recruit Firefighters and Longitudinal Assessment in Recruits. J Occup Environ Med 2024; 66:202-211. [PMID: 38013397 PMCID: PMC10916718 DOI: 10.1097/jom.0000000000003020] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
OBJECTIVE Firefighters are occupationally exposed to per- and polyfluoroalkyl substances (PFAS). This study objective was to compare serum PFAS concentrations in incumbent and recruit firefighters and evaluate temporal trends among recruits. METHODS Serum PFAS concentrations were measured in 99 incumbent and 55 recruit firefighters at enrollment in 2015-2016, with follow-up 20 to 37 months later for recruits. Linear and logistic regression and linear mixed-effects models were used for analyses. Fireground exposure impact on PFAS concentrations was investigated using adjusted linear and logistic regression models. RESULTS Incumbents had lower n-PFOA and PFNA than recruits and most PFAS significantly decreased over time among male recruits. No significant links were found between cumulative fireground exposures and PFAS concentrations. CONCLUSIONS Serum PFAS concentrations were not increased in incumbent firefighters compared with recruits and were not associated with cumulative fireground exposures.
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Affiliation(s)
- Amy J. Nematollahi
- Environmental Health Sciences, Mel and Enid Zuckerman School of Public Health, The University of Arizona, Tucson, Arizona, USA
| | - Julia M. Fisher
- BIO5 Institute, Statistics Consulting Laboratory, The University of Arizona, Tucson, Arizona, USA
| | - Melissa A. Furlong
- Environmental Health Sciences, Mel and Enid Zuckerman School of Public Health, The University of Arizona, Tucson, Arizona, USA
| | - Paloma I. Beamer
- Environmental Health Sciences, Mel and Enid Zuckerman School of Public Health, The University of Arizona, Tucson, Arizona, USA
| | - Jaclyn M. Goodrich
- University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Judith M. Graber
- School of Public Health, Rutgers, The State University of New Jersey, Piscataway, New Jersey, USA
| | - Antonia M. Calafat
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Julianne Cook Botelho
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Shawn C. Beitel
- Environmental Health Sciences, Mel and Enid Zuckerman School of Public Health, The University of Arizona, Tucson, Arizona, USA
| | - Sally R. Littau
- Environmental Health Sciences, Mel and Enid Zuckerman School of Public Health, The University of Arizona, Tucson, Arizona, USA
| | | | | | - Jefferey L. Burgess
- Environmental Health Sciences, Mel and Enid Zuckerman School of Public Health, The University of Arizona, Tucson, Arizona, USA
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6
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Quaid M, Goodrich JM, Calkins MM, Graber JM, Urwin D, Gabriel J, Caban-Martinez AJ, Petroff RL, Grant C, Beitel SC, Littau S, Gulotta JJ, Wallentine D, Hughes J, Burgess JL. Firefighting, per- and polyfluoroalkyl substances, and DNA methylation of genes associated with prostate cancer risk. ENVIRONMENTAL AND MOLECULAR MUTAGENESIS 2024; 65:55-66. [PMID: 38523457 PMCID: PMC11006564 DOI: 10.1002/em.22589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Revised: 02/27/2024] [Accepted: 02/29/2024] [Indexed: 03/26/2024]
Abstract
Prostate cancer is the leading incident cancer among men in the United States. Firefighters are diagnosed with this disease at a rate 1.21 times higher than the average population. This increased risk may result from occupational exposures to many toxicants, including per- and polyfluoroalkyl substances (PFAS). This study assessed the association between firefighting as an occupation in general or PFAS serum levels, with DNA methylation. Only genomic regions previously linked to prostate cancer risk were selected for analysis: GSTP1, Alu repetitive elements, and the 8q24 chromosomal region. There were 444 male firefighters included in this study, with some analyses being conducted on fewer participants due to missingness. Statistical models were used to test associations between exposures and DNA methylation at CpG sites in the selected genomic regions. Exposure variables included proxies of cumulative firefighting exposures (incumbent versus academy status and years of firefighting experience) and biomarkers of PFAS exposures (serum concentrations of 9 PFAS). Proxies of cumulative exposures were associated with DNA methylation at 15 CpG sites and one region located within FAM83A (q-value <0.1). SbPFOA was associated with 19 CpG sites (q < 0.1), but due to low detection rates, this PFAS was modeled as detected versus not detected in serum. Overall, there is evidence that firefighting experience is associated with differential DNA methylation in prostate cancer risk loci, but this study did not find evidence that these differences are due to PFAS exposures specifically.
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Affiliation(s)
- Margaret Quaid
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI, USA
| | - Jaclyn M. Goodrich
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI, USA
| | - Miriam M. Calkins
- National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Cincinnati, OH, USA
| | - Judith M. Graber
- Dept of Biostatistics and Epidemiology, Rutgers the State University of New Jersey, Piscataway, NJ, USA
| | - Derek Urwin
- Los Angeles County Fire Department, Los Angeles, CA, USA
- Dept. of Chemistry & Biochemistry, UCLA, Los Angeles, CA, USA
| | - Jamie Gabriel
- Los Angeles County Fire Department, Los Angeles, CA, USA
| | | | - Rebekah L. Petroff
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI, USA
| | - Casey Grant
- Fire Protection Research Foundation, Quincy, MA, USA
| | - Shawn C. Beitel
- Dept. of Community, Environment and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, AZ, USA
| | - Sally Littau
- Dept. of Community, Environment and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, AZ, USA
| | | | | | - Jeff Hughes
- Orange County Fire Authority, Irvine, CA, USA
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7
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Jung AM, Furlong MA, Goodrich JM, Cardenas A, Beitel SC, Littau SR, Caban-Martinez AJ, Gulotta JJ, Wallentine DD, Urwin D, Gabriel J, Hughes J, Graber JM, Grant C, Burgess JL. Associations Between Epigenetic Age Acceleration and microRNA Expression Among U.S. Firefighters. Epigenet Insights 2023; 16:25168657231206301. [PMID: 37953967 PMCID: PMC10634256 DOI: 10.1177/25168657231206301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 09/20/2023] [Indexed: 11/14/2023] Open
Abstract
Epigenetic changes may be biomarkers of health. Epigenetic age acceleration (EAA), the discrepancy between epigenetic age measured via epigenetic clocks and chronological age, is associated with morbidity and mortality. However, the intersection of epigenetic clocks with microRNAs (miRNAs) and corresponding miRNA-based health implications have not been evaluated. We analyzed DNA methylation and miRNA profiles from blood sampled among 332 individuals enrolled across 2 U.S.-based firefighter occupational studies (2015-2018 and 2018-2020). We considered 7 measures of EAA in leukocytes (PhenoAge, GrimAge, Horvath, skin-blood, and Hannum epigenetic clocks, and extrinsic and intrinsic epigenetic age acceleration). We identified miRNAs associated with EAA using individual linear regression models, adjusted for sex, race/ethnicity, chronological age, and cell type estimates, and investigated downstream effects of associated miRNAs with miRNA enrichment analyses and genomic annotations. On average, participants were 38 years old, 88% male, and 75% non-Hispanic white. We identified 183 of 798 miRNAs associated with EAA (FDR q < 0.05); 126 with PhenoAge, 59 with GrimAge, 1 with Horvath, and 1 with the skin-blood clock. Among miRNAs associated with Horvath and GrimAge, there were 61 significantly enriched disease annotations including age-related metabolic and cardiovascular conditions and several cancers. Enriched pathways included those related to proteins and protein modification. We identified miRNAs associated with EAA of multiple epigenetic clocks. PhenoAge had more associations with individual miRNAs, but GrimAge and Horvath had greater implications for miRNA-associated pathways. Understanding the relationship between these epigenetic markers could contribute to our understanding of the molecular underpinnings of aging and aging-related diseases.
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Affiliation(s)
- Alesia M Jung
- Department of Community, Environment & Policy, Mel & Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
- Department of Pharmacology & Toxicology, R. Ken Coit College of Pharmacy, College of Public Health, Tucson, AZ, USA
| | - Melissa A Furlong
- Department of Community, Environment & Policy, Mel & Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Jaclyn M Goodrich
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Andres Cardenas
- Department of Epidemiology and Population Health, Stanford University, Stanford, CA, USA
| | - Shawn C Beitel
- Department of Community, Environment & Policy, Mel & Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Sally R Littau
- Department of Community, Environment & Policy, Mel & Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Alberto J Caban-Martinez
- Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, USA
| | | | | | - Derek Urwin
- Los Angeles County Fire Department, Los Angeles, CA, USA
- Department of Chemistry & Biochemistry, University of California Los Angeles, Los Angeles, CA, USA
- Division of Health Safety and Medicine, International Association of Fire Fighters, Washington, DC, USA
| | - Jamie Gabriel
- Los Angeles County Fire Department, Los Angeles, CA, USA
| | | | - Judith M Graber
- Department of Biostatistics & Epidemiology, School of Public Health, Rutgers University, Piscataway, NJ, USA
| | - Casey Grant
- Fire Protection Research Foundation, Quincy, MA, USA
| | - Jefferey L Burgess
- Department of Community, Environment & Policy, Mel & Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
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8
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Schmidt MA, Jones JA, Mason CE. Optimizing human performance in extreme environments through precision medicine: From spaceflight to high-performance operations on Earth. CAMBRIDGE PRISMS. PRECISION MEDICINE 2023; 1:e27. [PMID: 38550927 PMCID: PMC10953751 DOI: 10.1017/pcm.2023.16] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 06/09/2023] [Accepted: 06/13/2023] [Indexed: 04/12/2024]
Abstract
Humans operating in extreme environments often conduct their operations at the edges of the limits of human performance. Sometimes, they are required to push these limits to previously unattained levels. As a result, their margins for error in execution are much smaller than that found in the general public. These same small margins for error that impact execution may also impact risk, safety, health, and even survival. Thus, humans operating in extreme environments have a need for greater refinement in their preparation, training, fitness, and medical care. Precision medicine (PM) is uniquely suited to address the needs of those engaged in these extreme operations because of its depth of molecular analysis, derived precision countermeasures, and ability to match each individual (and his or her specific molecular phenotype) with any given operating context (environment). Herein, we present an overview of a systems approach to PM in extreme environments, which affords clinicians one method to contextualize the inputs, processes, and outputs that can form the basis of a formal practice. For the sake of brevity, this overview is focused on molecular dynamics, while providing only a brief introduction to the also important physiologic and behavioral phenotypes in PM. Moreover, rather than a full review, it highlights important concepts, while using only selected citations to illustrate those concepts. It further explores, by demonstration, the basic principles of using functionally characterized molecular networks to guide the practical application of PM in extreme environments. At its core, PM in extreme environments is about attention to incremental gains and losses in molecular network efficiency that can scale to produce notable changes in health and performance. The aim of this overview is to provide a conceptual overview of one approach to PM in extreme environments, coupled with a selected suite of practical considerations for molecular profiling and countermeasures.
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Affiliation(s)
- Michael A. Schmidt
- Sovaris Aerospace, Boulder, CO, USA
- Advanced Pattern Analysis & Human Performance Group, Boulder, CO, USA
| | - Jeffrey A. Jones
- Center for Space Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Christopher E. Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
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Sidossis A, Lan FY, Hershey MS, Hadkhale K, Kales SN. Cancer and Potential Prevention with Lifestyle among Career Firefighters: A Narrative Review. Cancers (Basel) 2023; 15:cancers15092442. [PMID: 37173909 PMCID: PMC10177420 DOI: 10.3390/cancers15092442] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 04/13/2023] [Accepted: 04/19/2023] [Indexed: 05/15/2023] Open
Abstract
Career firefighters are at considerable risk for chronic diseases, including an increased risk of various cancers, compared to the general population. Over the last two decades, several systematic reviews and large cohort studies have demonstrated that firefighters have statistically significant increases in overall and site-specific cancer incidence and site-specific cancer mortality compared to the general population. Exposure assessment and other studies have documented exposures to a variety of carcinogens in fire smoke and within the fire station. Other occupational factors such as shift work, sedentary behavior, and the fire service food culture may also contribute to this working population's increased cancer risk. Furthermore, obesity and other lifestyle behaviors such as tobacco use, excessive alcohol consumption, poor diet, inadequate physical activity, and short sleep duration have also been associated with an increased risk of certain firefighting-associated cancers. Putative prevention strategies are proposed based on suspected occupational and lifestyle risk factors.
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Affiliation(s)
- Amalia Sidossis
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02138, USA
| | - Fan-Yun Lan
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02138, USA
- Division of Occupational Medicine, Cambridge Health Alliance/Harvard Medical School, Cambridge, MA 02139, USA
- Institute of Health and Welfare Policy, National Yang Ming Chiao Tung University, Taipei 112, Taiwan
- Occupational Medicine, Department of Family Medicine, National Yang Ming Chiao Tung University Hospital, Yilan 260, Taiwan
| | - Maria S Hershey
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02138, USA
| | - Kishor Hadkhale
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02138, USA
- Division of Occupational Medicine, Cambridge Health Alliance/Harvard Medical School, Cambridge, MA 02139, USA
- Faculty of Social Sciences Health Sciences (Epidemiology), Tampere University, 33100 Tampere, Finland
| | - Stefanos N Kales
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02138, USA
- Division of Occupational Medicine, Cambridge Health Alliance/Harvard Medical School, Cambridge, MA 02139, USA
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Mazumder NUS, Hossain MT, Jahura FT, Girase A, Hall AS, Lu J, Ormond RB. Firefighters' exposure to per-and polyfluoroalkyl substances (PFAS) as an occupational hazard: A review. FRONTIERS IN MATERIALS 2023; 10:10.3389/fmats.2023.1143411. [PMID: 38074949 PMCID: PMC10698640 DOI: 10.3389/fmats.2023.1143411] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/16/2024]
Abstract
The term "firefighter" and "cancer" have become so intertwined in the past decade that they are now nearly inseparable. Occupational exposure of firefighters to carcinogenic chemicals may increase their risk of developing different types of cancer. PFAS are one of the major classes of carcinogenic chemicals that firefighters are exposed to as occupational hazard. Elevated levels of PFAS have been observed in firefighters' blood serum in recent studies. Possible sources of occupational exposure to PFAS include turnout gear, aqueous film-forming foam, and air and dust at both the fire scene and fire station. Preliminary discussion on PFAS includes definition, classification, and chemical structure. The review is then followed by identifying the sources of PFAS that firefighters may encounter as an occupational hazard. The structural properties of the PFAS used in identified sources, their degradation, and exposure pathways are reviewed. The elevated level of PFAS in the blood serum and how this might associate with an increased risk of cancer is discussed. Our review shows a significant amount of PFAS on turnout gear and their migration to untreated layers, and how turnout gear itself might be a potential source of PFAS exposure. PFAS from aqueous film-forming foams (AFFF), air, and dust of fire stations have been already established as potential exposure sources. Studies on firefighters' cancer suggest that firefighters have a higher cancer risk compared to the general population. This review suggests that increased exposure to PFAS as an occupational hazard could be a potential cancer risk for firefighters.
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Affiliation(s)
- Nur-Us-Shafa Mazumder
- Textile Protection and Comfort Center, Wilson College of Textiles, North Carolina State University, Raleigh, NC, United States
| | - Md Tanjim Hossain
- Textile Protection and Comfort Center, Wilson College of Textiles, North Carolina State University, Raleigh, NC, United States
| | - Fatema Tuj Jahura
- Textile Protection and Comfort Center, Wilson College of Textiles, North Carolina State University, Raleigh, NC, United States
| | - Arjunsing Girase
- Textile Protection and Comfort Center, Wilson College of Textiles, North Carolina State University, Raleigh, NC, United States
| | - Andrew Stephen Hall
- Textile Protection and Comfort Center, Wilson College of Textiles, North Carolina State University, Raleigh, NC, United States
| | - Jingtian Lu
- Textile Protection and Comfort Center, Wilson College of Textiles, North Carolina State University, Raleigh, NC, United States
| | - R. Bryan Ormond
- Textile Protection and Comfort Center, Wilson College of Textiles, North Carolina State University, Raleigh, NC, United States
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11
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Goodrich JM, Jung AM, Furlong MA, Beitel S, Littau S, Gulotta J, Wallentine D, Burgess JL. Repeat measures of DNA methylation in an inception cohort of firefighters. Occup Environ Med 2022; 79:656-663. [PMID: 35332072 PMCID: PMC9484361 DOI: 10.1136/oemed-2021-108153] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 03/11/2022] [Indexed: 11/04/2022]
Abstract
OBJECTIVES Firefighters face exposures associated with adverse health outcomes including risk for multiple cancers. DNA methylation, one type of epigenetic regulation, provides a potential mechanism linking occupational hazards to adverse health outcomes. We hypothesised that DNA methylation profiles would change in firefighters after starting their service and that these patterns would be associated with occupational exposures (cumulative fire-hours and fire-runs). METHODS We profiled DNA methylation with the Infinium MethylationEPIC in blood leucocytes at two time points in non-smoking new recruits: prior to live fire training and 20-37 months later. Linear mixed effects models adjusted for potential confounders were used to identify differentially methylated CpG sites over time using data from 50 individuals passing all quality control. RESULTS We report 680 CpG sites with altered methylation (q value <0.05) including 60 with at least a 5% methylation difference at follow-up. Genes with differentially methylated CpG sites were enriched in biological pathways related to cancers, neurological function, cell signalling and transcription regulation. Next, linear mixed effects models were used to determine associations between occupational exposures with methylation at the 680 loci. Of these, more CpG sites were associated with fire-runs (108 for all and 78 for structure-fires only, q<0.05) than with fire-hours (27 for all fires and 1 for structure fires). These associations were independent of time since most recent fire, suggesting an impact of cumulative exposures. CONCLUSIONS Overall, this study provides evidence that DNA methylation may be altered by fireground exposures, and the impact of this change on disease development should be evaluated.
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Affiliation(s)
- Jaclyn M Goodrich
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Alesia M Jung
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
| | - Melissa A Furlong
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
| | - Shawn Beitel
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
| | - Sally Littau
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
| | | | | | - Jefferey L Burgess
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
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12
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Abstract
Firefighters are the professional force at high risk of suffering potential health consequences due to their chronic exposure to numerous hazardous pollutants during firefighting activities. Unfortunately, determination of fire emission exposure is very challenging. As such, the identification and development of appropriate biomarkers is critical in meeting this need. This chapter presents a critical review of current information related with the use of different urinary biomarkers of effect and exposure in occupationally exposed firefighters over the last 25 years. Evidence suggests that urinary isoprostanes and mutagenicity testing are promising biomarkers of early oxidative stress. Data indicate that firefighters participating in firefighting activities present with increased urinary biomarkers of exposure. These include polycyclic aromatic hydrocarbons, heavy metals and metalloids, organo-chlorine and -phosphorus compounds, environmental phenols, phthalates, benzene and toluene. More studies are urgently needed to better evaluate firefighter occupational safety and health and to support the implementation of preventive measures and mitigation strategies to promote the protection of this chronically exposed group of workers.
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13
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Barros B, Oliveira M, Morais S. Firefighters' occupational exposure: Contribution from biomarkers of effect to assess health risks. ENVIRONMENT INTERNATIONAL 2021; 156:106704. [PMID: 34161906 DOI: 10.1016/j.envint.2021.106704] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 06/04/2021] [Accepted: 06/07/2021] [Indexed: 06/13/2023]
Abstract
Firefighting is physically and physiologically exhausting besides encompassing exposure to toxic fire emissions. Biomonitoring studies from the past five years have been significantly contributing to characterize the occupational-related health effects in this group of professionals and to improve risk assessment. Therefore, this study gathers and critically discusses the most characterized biomarkers of effect (oxidative stress, DNA and protein damage, stress hormones, inflammation, and vascular, lung, and liver injury), including those potentially more promising to be explored in future studies, and their relation with health outcomes. Various studies proved an association between exposures to fire emissions and/or heat and significantly altered values of biomarkers of inflammation (soluble adhesion molecules, tumor necrosis factor, interleukins, and leucocyte count), vascular damage and tissue injury (pentraxin-3, vascular endothelial growth factor, and cardiac troponin T) in firefighting forces. Moreover, preliminary data of DNA damage in blood, urinary mutagenicity and 8-isoprostaglandin in exhaled breath condensate suggest that these biomarkers of oxidative stress should be further explored. However, most of the reported studies are based on cross-sectional designs, which limit full identification and characterization of the risk factors and their association with development of work-related diseases. Broader studies based on longitudinal designs and strongly supported by the analysis of several types of biomarkers in different biological fluids are further required to gain deeper insights into the firefighters occupational related health hazards and contribute to implementation of new or improved surveillance programs.
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Affiliation(s)
- Bela Barros
- REQUIMTE-LAQV, Instituto Superior de Engenharia do Porto, Instituto Politécnico do Porto, Rua Dr. António Bernardino de Almeida 431, 4249-015 Porto
| | - Marta Oliveira
- REQUIMTE-LAQV, Instituto Superior de Engenharia do Porto, Instituto Politécnico do Porto, Rua Dr. António Bernardino de Almeida 431, 4249-015 Porto
| | - Simone Morais
- REQUIMTE-LAQV, Instituto Superior de Engenharia do Porto, Instituto Politécnico do Porto, Rua Dr. António Bernardino de Almeida 431, 4249-015 Porto.
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14
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Goodrich JM, Calkins MM, Caban-Martinez AJ, Stueckle T, Grant C, Calafat AM, Nematollahi A, Jung AM, Graber JM, Jenkins T, Slitt AL, Dewald A, Botelho JC, Beitel S, Littau S, Gulotta J, Wallentine D, Hughes J, Popp C, Burgess JL. Per- and polyfluoroalkyl substances, epigenetic age and DNA methylation: a cross-sectional study of firefighters. Epigenomics 2021; 13:1619-1636. [PMID: 34670402 PMCID: PMC8549684 DOI: 10.2217/epi-2021-0225] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Accepted: 09/27/2021] [Indexed: 01/09/2023] Open
Abstract
Background: Per- and polyfluoroalkyl substances (PFASs) are persistent chemicals that firefighters encounter. Epigenetic modifications, including DNA methylation, could serve as PFASs toxicity biomarkers. Methods: With a sample size of 197 firefighters, we quantified the serum concentrations of nine PFASs, blood leukocyte DNA methylation and epigenetic age indicators via the EPIC array. We examined the associations between PFASs with epigenetic age, site- and region-specific DNA methylation, adjusting for confounders. Results: Perfluorohexane sulfonate, perfluorooctanoate (PFOA) and the sum of branched isomers of perfluorooctane sulfonate (Sm-PFOS) were associated with accelerated epigenetic age. Branched PFOA, linear PFOS, perfluorononanoate, perfluorodecanoate and perfluoroundecanoate were associated with differentially methylated loci and regions. Conclusion: PFASs concentrations are associated with accelerated epigenetic age and locus-specific DNA methylation. The implications for PFASs toxicity merit further investigation.
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Affiliation(s)
- Jaclyn M Goodrich
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI 48109, USA
| | - Miriam M Calkins
- National Institute for Occupational Safety & Health, Centers for Disease Control & Prevention, Cincinnati, OH 45226, USA
| | - Alberto J Caban-Martinez
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Todd Stueckle
- National Institute for Occupational Safety & Health, Centers for Disease Control & Prevention, Morgantown, WV 26505, USA
| | - Casey Grant
- Fire Protection Research Foundation, Quincy, MA 02169, USA
| | - Antonia M Calafat
- National Center for Environmental Health, Centers for Disease Control & Prevention, Atlanta, GA 30341, USA
| | - Amy Nematollahi
- Department of Community, Environment & Policy, University of Arizona Mel & Enid Zuckerman College of Public Health, Tucson, AZ 85724, USA
| | - Alesia M Jung
- Department of Epidemiology & Biostatistics, University of Arizona Mel & Enid Zuckerman College of Public Health, Tucson, AZ 85724, USA
| | - Judith M Graber
- Department of Biostatistics & Epidemiology, Rutgers the State University of New Jersey, Piscataway, NJ 08854, USA
| | - Timothy Jenkins
- Department of Cell Biology & Physiology, Brigham Young University, Provo, UT 84602, USA
| | - Angela L Slitt
- Department of Biomedical Sciences, University of Rhode Island College of Pharmacy, Kingston, RI 02881, USA
| | - Alisa Dewald
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI 48109, USA
| | - Julianne Cook Botelho
- National Center for Environmental Health, Centers for Disease Control & Prevention, Atlanta, GA 30341, USA
| | - Shawn Beitel
- Department of Community, Environment & Policy, University of Arizona Mel & Enid Zuckerman College of Public Health, Tucson, AZ 85724, USA
| | - Sally Littau
- Department of Community, Environment & Policy, University of Arizona Mel & Enid Zuckerman College of Public Health, Tucson, AZ 85724, USA
| | | | | | - Jeff Hughes
- Orange County Fire Authority, Irvine, CA 92602, USA
| | | | - Jefferey L Burgess
- Department of Community, Environment & Policy, University of Arizona Mel & Enid Zuckerman College of Public Health, Tucson, AZ 85724, USA
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15
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Jung AM, Zhou J, Beitel SC, Littau SR, Gulotta JJ, Wallentine DD, Moore PK, Burgess JL. Longitudinal evaluation of whole blood miRNA expression in firefighters. JOURNAL OF EXPOSURE SCIENCE & ENVIRONMENTAL EPIDEMIOLOGY 2021; 31:900-912. [PMID: 33603099 PMCID: PMC8445815 DOI: 10.1038/s41370-021-00306-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 01/18/2021] [Accepted: 01/28/2021] [Indexed: 06/12/2023]
Abstract
BACKGROUND Dysregulated microRNA (miRNA) expression could provide a mechanism linking firefighter exposure to increased cancer risk. OBJECTIVE To determine if changes in longitudinal miRNA expression in firefighters are associated with occupational exposures. METHODS Whole blood MiRNA was evaluated in 52 new recruits prior to live-fire training and 20-37 months later. Linear mixed effects models adjusted for age, ethnicity, BMI, and batch effects were used to determine associations separately for all fires and structure fires only between employment duration, cumulative fire-hours and fire-runs, and time since most recent fire with (1) nine a priori and (2) the full array of 799 miRNAs. RESULTS For multivariable models including all fires, two a priori miRNAs were associated with employment duration and four with time since most recent fire. For multivariable models restricted to structure fires, three a priori miRNAs were associated with employment duration and one with fire-runs. Additional miRNAs from the full array were associated with employment duration for all fires and/or structure fires. In general, tumor suppressive miRNAs decreased and oncogenic miRNAs increased with exposure. SIGNIFICANCE Changes in miRNAs may serve as biomarkers of exposure effects and a mechanism for increased cancer risk in firefighters.
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Affiliation(s)
- Alesia M Jung
- Department of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Jin Zhou
- Department of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Shawn C Beitel
- Department of Community, Environment and Policy, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Sally R Littau
- Department of Community, Environment and Policy, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | | | | | | | - Jefferey L Burgess
- Department of Community, Environment and Policy, Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA.
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16
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17
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Goodrich JM, Furlong MA, Caban-Martinez AJ, Jung AM, Batai K, Jenkins T, Beitel S, Littau S, Gulotta J, Wallentine D, Hughes J, Popp C, Calkins MM, Burgess JL. Differential DNA Methylation by Hispanic Ethnicity Among Firefighters in the United States. Epigenet Insights 2021; 14:25168657211006159. [PMID: 35036834 PMCID: PMC8756104 DOI: 10.1177/25168657211006159] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Accepted: 03/02/2021] [Indexed: 01/04/2023] Open
Abstract
Firefighters are exposed to a variety of environmental hazards and are at increased risk for multiple cancers. There is evidence that risks differ by ethnicity, yet the biological or environmental differences underlying these differences are not known. DNA methylation is one type of epigenetic regulation that is altered in cancers. In this pilot study, we profiled DNA methylation with the Infinium MethylationEPIC in blood leukocytes from 31 Hispanic white and 163 non-Hispanic white firefighters. We compared DNA methylation (1) at 12 xenobiotic metabolizing genes and (2) at all loci on the array (>740 000), adjusting for confounders. Five of the xenobiotic metabolizing genes were differentially methylated at a raw P-value <.05 when comparing the 2 ethnic groups, yet were not statistically significant at a 5% false discovery rate (q-value <.05). In the epigenome-wide analysis, 76 loci exhibited DNA methylation differences at q < .05. Among these, 3 CpG sites in the promoter region of the biotransformation gene SULT1C2 had lower methylation in Hispanic compared to non-Hispanic firefighters. Other differentially methylated loci included genes that have been implicated in carcinogenesis in published studies (FOXK2, GYLTL1B, ZBTB16, ARHGEF10, and more). In this pilot study, we report differential DNA methylation between Hispanic and non-Hispanic firefighters in xenobiotic metabolism genes and other genes with functions related to cancer. Epigenetic susceptibility by ethnicity merits further study as this may alter risk for cancers linked to toxic exposures.
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Affiliation(s)
- Jaclyn M Goodrich
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA,Jaclyn M Goodrich, Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI 48109, USA.
| | - Melissa A Furlong
- Department of Community, Environment and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, AZ, USA
| | - Alberto J Caban-Martinez
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Alesia M Jung
- Department of Epidemiology and Biostatistics, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, AZ, USA
| | - Ken Batai
- Department of Urology, University of Arizona, Tucson, AZ, USA
| | - Timothy Jenkins
- Department of Physiology and Developmental Biology, Brigham Young University, Provo, UT, USA
| | - Shawn Beitel
- Department of Community, Environment and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, AZ, USA
| | - Sally Littau
- Department of Community, Environment and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, AZ, USA
| | | | | | - Jeff Hughes
- Orange County Fire Authority, Irvine, CA, USA
| | | | - Miriam M Calkins
- National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Cincinnati, OH, USA
| | - Jefferey L Burgess
- Department of Community, Environment and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, AZ, USA
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18
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Urinary MicroRNAs in Environmental Health: Biomarkers of Emergent Kidney Injury and Disease. Curr Environ Health Rep 2021; 7:101-108. [PMID: 32166731 DOI: 10.1007/s40572-020-00271-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
PURPOSE OF REVIEW There is a critical need for sensitive biomarkers of renal disease and progression. Micro(mi)RNAs are attractive as next-generation biomarkers in kidney disease, particularly as urine miRNAs can inform kidney function and cellular integrity. This review summarizes recent epidemiologic and toxicologic advances using urinary miRNAs and exosomal miRNAs as novel biomarkers of chemical exposure and of kidney damage and disease. RECENT FINDINGS Urine miRNA biomarkers offer improved stability over protein in stored samples, relative ease of collection and quantitation, and conserved sequence homology across species. Particularly in the case of emergent environmental health threats such as chronic kidney disease of unknown origin, urinary miRNAs hold promise as biomarkers of disease and/or exposure. We present evidence to address scientific knowledge gaps, comment on the relevance of urine-derived miRNAs in environmental health research, and discuss limitations and recommendations for future directions needed to advance miRNA biomarker strategies.
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19
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Fire Service Organizational-Level Characteristics Are Associated With Adherence to Contamination Control Practices in Florida Fire Departments: Evidence From the Firefighter Cancer Initiative. J Occup Environ Med 2020; 62:e508-e514. [PMID: 32890221 DOI: 10.1097/jom.0000000000001953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
OBJECTIVES To characterize the types of contamination control practices followed by Florida fire departments and examine the association between fire department organizational-level characteristics and adherence to contamination control practices. METHODS Using a cross-sectional study design, a survey was administered to 142 Florida firefighters. Validated survey measures assessed organizational level characteristics and 32 recommended national contamination control practices. RESULTS An average of 18.9 contamination control practices (standard deviation = 5.54; min = 3; max = 30) were reported by fire departments of which, wearing personal protective equipment (PPE) according to manufacturer instructions (98.9%) and access to special machine for cleaning (91%) were most cited. Fire departments with one or more health and safety officers had significantly higher implementation of contamination control practices (P = 0.032). CONCLUSION Health and safety officers may have a positive impact on the number of contamination control practices followed in Florida fire departments.
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20
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Geiger KW, Wright TJ, Deters L. Renal Cell Carcinoma as an Incidental Finding in Firefighters: A Case Series. Cureus 2020; 12:e9259. [PMID: 32821605 PMCID: PMC7431987 DOI: 10.7759/cureus.9259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
The link between cancer, including cancers of the kidney, and occupational exposure in firefighters has been well established. Renal cell carcinoma has a tendency to present incidentally on imaging rather than with the classic symptoms of flank pain and hematuria. In this case series, we identify four firefighter patients, all of whom initially presented with a kidney tumor as an incidental finding. We examine the absence of other risk factors in these patients along with current screening guidelines. This report aims to detail how these tumors present incidentally as well as evaluate the current screening guidelines in an effort to build awareness within this population. Patient demographics, risk factors, length of firefighting career, final pathology, and postoperative recurrence were evaluated. Four males underwent successful partial or total nephrectomy. All who have had follow-up have been tumor free with renal function intact. None are dialysis dependent. The role of routine renal imaging of this population is explored.
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Affiliation(s)
- Kyle W Geiger
- Medicine, Elson S. Floyd College of Medicine, Washington State University, Spokane, USA
| | - Tanner J Wright
- Medicine, Elson S. Floyd College of Medicine, Washington State University, Spokane, USA
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21
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Sisto R, Capone P, Cerini L, Paci E, Pigini D, Gherardi M, Gordiani A, L'Episcopo N, Tranfo G, Chiarella P. Occupational exposure to volatile organic compounds affects microRNA profiling: Towards the identification of novel biomarkers. Toxicol Rep 2020; 7:700-710. [PMID: 32551232 PMCID: PMC7287141 DOI: 10.1016/j.toxrep.2020.05.006] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Revised: 05/13/2020] [Accepted: 05/27/2020] [Indexed: 12/27/2022] Open
Abstract
Exposure to volatile organic compounds represents a threat for workers' health and safety, even using protective equipment. Spray-painting exposure is at higher risk than roller-painting. Exposure to organic solvents may induce DNA and RNA oxidation, urine metabolite excretion and miRNA up- or down-regulation. miR-589-5p and miR-941, miR-146b-3p and miR-27a-3p have been identified as potential biomarkers of effect in exposed workers. KEGG pathway analysis showed that miRNA-1, related to lung cancer, is significantly downregulated in exposed workers.
In the framework of a project aimed at finding novel predictive biomarkers of VOCs exposure-related diseases, the effect of exposure to ethylbenzene, toluene, and xylene has been analyzed in a group of painters (spray- and roller-painters) working in the shipyard industry. Airborne levels of solvents were higher in spray- than in roller-painters, and comparable to the Occupational Exposure Limits (OELs), particularly for toluene and xylene. The urinary concentration of each volatile organic compound (VOC) and of the corresponding metabolites were also concurrently measured. A set of oxidative stress biomarkers, i.e., the products of DNA and RNA oxidation, RNA methylation, and protein nitration, were measured, and found significantly higher at the end of the work shift. MicroRNA (MiRNA) expression was analyzed in the VOC-exposed workers and in a control group, finding 56 differentially expressed (DE) miRNAs at a statistically significant level (adjusted p ≤ 0.01). The Receiver-Operating Characteristic curves, computed for each identified miRNA, showed high sensitivity and specificity. A pathway analysis in the Kyoto Encyclopedia of Genes and Genomes (KEGG) showed that miRNA-1, which was found downregulated in exposed workers, is involved in the lung cancer oncogenesis. A subset of 10 miRNAs (out of the 56 DE) was selected, including those with the highest correlation to the urinary dose biomarkers measured at the end of work-shift. Multivariate ANOVA analysis showed a statistically significant correlation between the urinary dose biomarkers (both the VOCs urinary concentration and the VOCs’ metabolite concentration), and the identified miRNA subset, indicating that the exposure to low VOC doses may be sufficient to activate the miRNA response. Four miRNAs belonging to the subset strongly related to the VOCs and VOCs’ metabolites concentration were individuated, miR-589-5p, miR-941, miR-146b-3p and miR-27a-3p, with well-known implications in oxidative stress and inflammation processes.
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Affiliation(s)
- Renata Sisto
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Pasquale Capone
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Luigi Cerini
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Enrico Paci
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Daniela Pigini
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Monica Gherardi
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Andrea Gordiani
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Nunziata L'Episcopo
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Giovanna Tranfo
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
| | - Pieranna Chiarella
- Italian Workers Compensation Authority (INAIL), Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, via di Fontana Candida 1, 00078, Monte Porzio Catone, Rome, Italy
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22
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Aoki H, Tani H, Nakamura K, Sato H, Torimura M, Nakazato T. MicroRNA biomarkers for chemical hazard screening identified by RNA deep sequencing analysis in mouse embryonic stem cells. Toxicol Appl Pharmacol 2020; 392:114929. [PMID: 32105654 DOI: 10.1016/j.taap.2020.114929] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Revised: 02/18/2020] [Accepted: 02/21/2020] [Indexed: 12/19/2022]
Abstract
We investigated the responses of microRNAs (miRNAs) using mouse embryonic stem cells (mESCs) exposed to nine chemicals (bis(2-ethylhexyl)phthalate, p-cresol, p-dichlorobenzene, phenol, pyrocatecol, chloroform, tri-n-butyl phosphate, trichloroethylene, and benzene), which are listed as "Class I Designated Chemical Substances" from the Japan Pollutant Release and Transfer Register. Using deep sequencing analysis (RNA-seq), several miRNAs were identified that show a substantial response to general chemical toxicity (i.e., to these nine chemicals considered as a group) and several miRNA biomarkers that show a substantial and specific response to benzene. The functions of the identified miRNAs were investigated in accordance with Gene Ontology terms of their predicted target genes, indicating regulation of cellular processes. We compared the results with those for the long non-coding RNAs (ncRNAs) and mRNAs reported in our previous studies in addition to previously identified miRNAs that are either up- or down-regulated in response to the benzene as stimuli. We also observed that the changes in expression of miRNAs were smaller than those for long ncRNAs and mRNAs. Taken together the current and previous results revealed that toxic chemical stimuli regulate the expression of miRNAs. We believe that the use of miRNAs, including the thus identified miRNAs, as biomarkers contribute to predicting the potential toxicity of particular chemicals or identifying human individuals that have been exposed to chemical hazards.
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Affiliation(s)
- Hiroshi Aoki
- Environmental Management Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 16-1 Onogawa, Tsukuba, Ibaraki 305-8569, Japan.
| | - Hidenori Tani
- Environmental Management Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 16-1 Onogawa, Tsukuba, Ibaraki 305-8569, Japan
| | - Kaoru Nakamura
- Environmental Management Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 16-1 Onogawa, Tsukuba, Ibaraki 305-8569, Japan
| | - Hiroaki Sato
- Research Institute of Sustainable Chemistry, National Institute of Advanced Industrial Science and Technology (AIST), 1-1-1 Higashi, Tsukuba, Ibaraki 305-8565, Japan
| | - Masaki Torimura
- Environmental Management Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 16-1 Onogawa, Tsukuba, Ibaraki 305-8569, Japan
| | - Tetsuya Nakazato
- Environmental Management Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 16-1 Onogawa, Tsukuba, Ibaraki 305-8569, Japan
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23
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Soares EMKVK, Smith D, Grossi Porto LG. Worldwide prevalence of obesity among firefighters: a systematic review protocol. BMJ Open 2020; 10:e031282. [PMID: 31924634 PMCID: PMC6955470 DOI: 10.1136/bmjopen-2019-031282] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Revised: 12/03/2019] [Accepted: 12/04/2019] [Indexed: 12/13/2022] Open
Abstract
INTRODUCTION Obesity may interfere with job performance and increase the risk of injury during firefighting activity. Obesity also has many deleterious effects on health indices and is associated with higher all-cause mortality. Studies report a high prevalence of obesity in the fire service. Also, firefighters' work schedule (12-hour to 24-hour shifts) and food availability during night shifts may be related to weight gain. Studies in American firefighters have shown annual weight gain between 0.5 and 1.5 kg. This study aims to report the obesity prevalence in the fire service to describe how it varies based on country and region, job status, type of firefighter and gender. METHODS AND ANALYSIS The main outcome evaluated will be obesity prevalence. We will systematically search the literature databases PubMed, Medline, Web of Science, Sportdiscus, Academic Search Premier, Cumulative Index of Nursing and Allied Health Literature (CINAHL), SciTech Premium Collection, Sports Medicine & Education Index, Research Library and Scopus. One reviewer will perform the search. Two independent reviewers will select studies, extract data from eligible studies and evaluate their methodological and reporting quality. Agreement between reviewers will be measured using Cohen's kappa. Other data of interest will include age, body mass index, body fat percentage, job status (career, volunteer or military), years of service and type of firefighter (eg, structural and wildland firefighter). We will produce a narrative summary of our findings. Tables will be generated to summarise data. ETHICS AND DISSEMINATION This systematic review does not require ethics clearance since published studies with non-identifiable data will be used. The results of the systematic review will be disseminated via publication in a peer-reviewed journal and through conference presentations. PROSPERO REGISTRATION NUMBER CRD42019129122.
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Affiliation(s)
- Edgard Melo Keene Von Koenig Soares
- Faculdade de Educação Física, Universidade de Brasilia, Brasilia, Distrito Federal, Brazil
- Health and Human Physiological Sciences/First Responder Health and Safety Laboratory, Skidmore College, Saratoga Springs, New York, USA
| | - Denise Smith
- Health and Human Physiological Sciences/First Responder Health and Safety Laboratory, Skidmore College, Saratoga Springs, New York, USA
| | - Luiz Guilherme Grossi Porto
- Faculdade de Educação Física, Universidade de Brasilia, Brasilia, Distrito Federal, Brazil
- Department of Environmental Health, Harvard University TH Chan School of Public Health, Boston, Massachusetts, USA
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24
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Ferrari L, Pavanello S, Bollati V. Molecular and epigenetic markers as promising tools to quantify the effect of occupational exposures and the risk of developing non-communicable diseases. LA MEDICINA DEL LAVORO 2019; 110:168-190. [PMID: 31268425 PMCID: PMC7812541 DOI: 10.23749/mdl.v110i3.8538] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Accepted: 06/06/2019] [Indexed: 12/18/2022]
Abstract
Non-communicable diseases (NCDs) are chronic diseases that are by far the leading cause of death in the world. Many occupational hazards, together with social, economic and demographic factors, have been associated to NCDs development. Genetic susceptibility or environmental exposures alone are not usually sufficient to explain the pathogenesis of NCDs, but can be integrated in a more complex scenario that can result in pathological phenotypes. Epigenetics is a crucial component of this scenario, as its changes are related to specific exposures, therefore potentially able to display the effects of environment on the genome, filling the gap between genetic asset and environment in explaining disease development. To date, the most promising biomarkers have been assessed in occupational cohorts as well as in case/control studies and include DNA methylation, histone modifications, microRNA expression, extracellular vesicles, telomere length, and mitochondrial alterations.
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Affiliation(s)
- Luca Ferrari
- EPIGET - Epidemiology, Epigenetics and Toxicology Lab, Department of Clinical Sciences and Community Health, Università degli Studi di Milano, via San Barnaba 8, 20122 Milan, Italy..
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25
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Sisto R, Capone P, Cerini L, Sanjust F, Paci E, Pigini D, Gatto MP, Gherardi M, Gordiani A, L'Episcopo N, Tranfo G, Chiarella P. Circulating microRNAs as potential biomarkers of occupational exposure to low dose organic solvents. Toxicol Rep 2019; 6:126-135. [PMID: 30671348 PMCID: PMC6330509 DOI: 10.1016/j.toxrep.2019.01.001] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Revised: 01/06/2019] [Accepted: 01/07/2019] [Indexed: 02/07/2023] Open
Abstract
Circulating miRNAs can be used as sensitive biomarkers of low dose exposure to organic solvents at workplace. The miRNA response to organic chemicals elucidates molecular mechanisms occurring after specific occupational exposures. Associations between miRNAs, dose and oxidative stress biomarkers contribute to prevent and promote workers’ health.
Circulating microRNAs (miRNAs) have been recently acknowledged as novel and non-invasive biomarkers of exposure to environmental and occupational hazardous substances. This preliminary study investigates the potential role of blood miRNAs as molecular biomarkers of exposure to the most common organic solvents (ethylbenzene, toluene, xylene) used in the shipyard painting activity. Despite the low number of recruited workers, a two-tail standard Students’ test with Holm-Bonferroni adjusted p-value shows a significant up-regulation of two miRNAs (miR_6819_5p and miR_6778_5p) in exposed workers with respect to controls. A correlation analysis between miRNA, differentially expressed in exposed workers and in controls and urinary dose biomarkers i.e. methylhyppuric acid (xylenes metabolite), phenylglyoxylic and mandelic acid (ethylbenzene metabolites) S-benzyl mercapturic acid (toluene metabolite) and S-phenylmercapturic acid (benzene metabolite) measured at the end of the work-shift, allowed the identification of high correlation (0.80-0.99) of specific miRNAs with their respective urinary metabolites. MiRNA_671_5p correlated with methylhippuric, S-phenylmercapturic and S-benzyl mercapturic acid while the miRNA best correlating with the phenylglioxylic acid was miRNA_937_5p. These findings suggest miRNA as sensitive biomarkers of low dose exposure to organic chemicals used at workplace. Urinary DNA and RNA repair biomarkers coming from the oxidation product of guanine have been also associated to the different miRNAs. A significant negative association was found between 8-oxo-7,8-dihydroguanine (8-oxoGua) urinary concentration and miR_6778_5p. The findings of the present pilot study deserve to be tested on a larger population with the perspective of designing a miRNA based test of low dose exposure to organic solvents.
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Affiliation(s)
- Renata Sisto
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Pasquale Capone
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Luigi Cerini
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Filippo Sanjust
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Enrico Paci
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Daniela Pigini
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Maria Pia Gatto
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Monica Gherardi
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Andrea Gordiani
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Nunziata L'Episcopo
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Giovanna Tranfo
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
| | - Pieranna Chiarella
- INAIL Research, Department of Occupational and Environmental Medicine, Epidemiology and Hygiene Via di Fontana Candida 1, 00078 Monte Porzio Catone, Rome, Italy
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