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Kim M, Jee SC, Kim S, Hwang KH, Sung JS. Identification and Characterization of mRNA Biomarkers for Sodium Cyanide Exposure. TOXICS 2021; 9:toxics9110288. [PMID: 34822678 PMCID: PMC8624962 DOI: 10.3390/toxics9110288] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 10/27/2021] [Accepted: 11/01/2021] [Indexed: 11/16/2022]
Abstract
Biomarkers in exposure assessment are defined as the quantifiable targets that indicate the exposure to hazardous chemicals and their resulting health effect. In this study, we aimed to identify, validate, and characterize the mRNA biomarker that can detect the exposure of sodium cyanide. To identify reliable biomarkers for sodium cyanide exposure, critical criteria were defined for candidate selection: (1) the expression level of mRNA significantly changes in response to sodium thiocyanate treatment in transcriptomics results (fold change > 2.0 or <0.50, adjusted p-value < 0.05); and (2) the mRNA level is significantly modulated by sodium cyanide exposure in both normal human lung cells and rat lung tissue. We identified the following mRNA biomarker candidates: ADCY5, ANGPTL4, CCNG2, CD9, COL1A2, DACT3, GGCX, GRB14, H1F0, HSPA1A, MAF, MAT2A, PPP1R10, and PPP4C. The expression levels of these candidates were commonly downregulated by sodium cyanide exposure both in vitro and in vivo. We functionally characterized the biomarkers and established the impact of sodium cyanide on transcriptomic profiles using in silico approaches. Our results suggest that the biomarkers may contribute to the regulation and degradation of the extracellular matrix, leading to a negative effect on surrounding lung cells.
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Affiliation(s)
- Min Kim
- Department of Life Science, Biomedi Campus, Dongguk University-Seoul, 32 Dongguk-ro, Ilsandong-gu, Goyang 10326, Gyeonggi-do, Korea; (M.K.); (S.-C.J.); (S.K.)
| | - Seung-Cheol Jee
- Department of Life Science, Biomedi Campus, Dongguk University-Seoul, 32 Dongguk-ro, Ilsandong-gu, Goyang 10326, Gyeonggi-do, Korea; (M.K.); (S.-C.J.); (S.K.)
| | - Soee Kim
- Department of Life Science, Biomedi Campus, Dongguk University-Seoul, 32 Dongguk-ro, Ilsandong-gu, Goyang 10326, Gyeonggi-do, Korea; (M.K.); (S.-C.J.); (S.K.)
| | - Kyung-Hwa Hwang
- Jeonbuk Branch, Korea Institute of Toxicology, KIT, KRICT, 30 Baehak 1-gil, Jeongeup-si 56212, Jeollabuk-do, Korea;
| | - Jung-Suk Sung
- Department of Life Science, Biomedi Campus, Dongguk University-Seoul, 32 Dongguk-ro, Ilsandong-gu, Goyang 10326, Gyeonggi-do, Korea; (M.K.); (S.-C.J.); (S.K.)
- Correspondence: ; Tel.: +82-31-961-5132; Fax: +82-31-961-5108
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Bocato MZ, Bianchi Ximenez JP, Hoffmann C, Barbosa F. An overview of the current progress, challenges, and prospects of human biomonitoring and exposome studies. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART B, CRITICAL REVIEWS 2019; 22:131-156. [PMID: 31543064 DOI: 10.1080/10937404.2019.1661588] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Human Biomonitoring (HB), the process for determining whether and to what extent chemical substances penetrated our bodies, serves as a useful tool to quantify human exposure to pollutants. In cases of nutrition and physiologic status, HB plays a critical role in the identification of excess or deficiency of essential nutrients. In pollutant HB studies, levels of substances measured in body fluids (blood, urine, and breast milk) or tissues (hair, nails or teeth) aid in the identification of potential health risks or associated adverse effects. However, even as a widespread practice in several countries, most HB studies reflect exposure to a single compound or mixtures which are measured at a single time point in lifecycle. On the other hand, throughout an individual's lifespan, the contact with different physical, chemical, and social stressors occurs at varying intensities, differing times and durations. Further, the interaction between stressors and body receptors leads to dynamic responses of the entire biological system including proteome, metabolome, transcriptome, and adductome. Bearing this in mind, a relatively new vision in exposure science, defined as the exposome, is postulated to expand the traditional practice of measuring a single exposure to one or few chemicals at one-time point to an approach that addresses measures of exposure to multiple stressors throughout the lifespan. With the exposome concept, the science of exposure advances to an Environment-Wide Association Perspective, which might exhibit a stronger relationship with good health or disease conditions for an individual (phenotype). Thus, this critical review focused on the current progress of HB and exposome investigations, anticipating some challenges, strategies, and future needs to be taken into account for designing future surveys.
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Affiliation(s)
- Mariana Zuccherato Bocato
- Laboratório de Toxicologia Analítica e de Sistemas, Faculdade de Ciências Farmacêuticas de Ribeirão Preto, Universidade de São Paulo , Ribeirão Preto , Brazil
| | - João Paulo Bianchi Ximenez
- Laboratório de Toxicologia Analítica e de Sistemas, Faculdade de Ciências Farmacêuticas de Ribeirão Preto, Universidade de São Paulo , Ribeirão Preto , Brazil
| | - Christian Hoffmann
- Departmento de Alimentos e Nutrição Experimental Faculdade de Ciências Farmacêuticas, Universidade de São Paulo , São Paulo , Brazil
| | - Fernando Barbosa
- Laboratório de Toxicologia Analítica e de Sistemas, Faculdade de Ciências Farmacêuticas de Ribeirão Preto, Universidade de São Paulo , Ribeirão Preto , Brazil
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Casas M, Basagaña X, Sakhi AK, Haug LS, Philippat C, Granum B, Manzano-Salgado CB, Brochot C, Zeman F, de Bont J, Andrusaityte S, Chatzi L, Donaire-Gonzalez D, Giorgis-Allemand L, Gonzalez JR, Gracia-Lavedan E, Grazuleviciene R, Kampouri M, Lyon-Caen S, Pañella P, Petraviciene I, Robinson O, Urquiza J, Vafeiadi M, Vernet C, Waiblinger D, Wright J, Thomsen C, Slama R, Vrijheid M. Variability of urinary concentrations of non-persistent chemicals in pregnant women and school-aged children. ENVIRONMENT INTERNATIONAL 2018; 121:561-573. [PMID: 30300814 DOI: 10.1016/j.envint.2018.09.046] [Citation(s) in RCA: 109] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2018] [Revised: 09/25/2018] [Accepted: 09/25/2018] [Indexed: 05/21/2023]
Abstract
BACKGROUND Exposome studies are challenged by exposure misclassification for non-persistent chemicals, whose temporal variability contributes to bias in dose-response functions. OBJECTIVES We evaluated the variability of urinary concentrations of 24 non-persistent chemicals: 10 phthalate metabolites, 7 phenols, 6 organophosphate (OP) pesticide metabolites, and cotinine, between weeks from different pregnancy trimesters in pregnant women, and between days and between seasons in children. METHODS 154 pregnant women and 152 children from six European countries were enrolled in 2014-2015. Pregnant women provided three urine samples over a day (morning, midday, and night), for one week in the 2nd and 3rd pregnancy trimesters. Children provided two urines a day (morning and night), over two one-week periods, six months apart. We pooled all samples for a given subject that were collected within a week. In children, we also made four daily pools (combining morning and night voids) during the last four days of the first follow-up week. Pools were analyzed for all 24 metabolites of interest. We calculated intraclass-correlation coefficients (ICC) and estimated the number of pools needed to obtain an ICC above 0.80. RESULTS All phthalate metabolites and phenols were detected in >90% of pools whereas certain OP pesticide metabolites and cotinine were detected in <43% of pools. We observed fair (ICC = 0.40-0.59) to good (0.60-0.74) between-day reliability of the pools of two samples in children for all chemicals. Reliability was poor (<0.40) to fair between trimesters in pregnant women and between seasons in children. For most chemicals, three daily pools of two urines each (for weekly exposure windows) and four weekly pools of 15-20 urines each would be necessary to obtain an ICC above 0.80. CONCLUSIONS This quantification of the variability of biomarker measurements of many non-persistent chemicals during several time windows shows that for many of these compounds a few dozen samples are required to accurately assess exposure over periods encompassing several trimesters or months.
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Affiliation(s)
- Maribel Casas
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain.
| | - Xavier Basagaña
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
| | - Amrit K Sakhi
- Norwegian Institute of Public Health (NIPH), Oslo, Norway
| | - Line S Haug
- Norwegian Institute of Public Health (NIPH), Oslo, Norway
| | - Claire Philippat
- Institut National de la Santé et de la Recherche Médicale (Inserm), CNRS, Univ. Grenoble Alpes, Institute for Advanced Biosciences (IAB), U1209, Team of Environmental Epidemiology applied to Reproduction and Respiratory Health, Grenoble, France
| | - Berit Granum
- Norwegian Institute of Public Health (NIPH), Oslo, Norway
| | - Cyntia B Manzano-Salgado
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
| | - Céline Brochot
- Institut National de l'Environnement Industriel et des Risques (INERIS), Unité Modèles pour l'Ecotoxicologie et la Toxicologie, Parc Alata BP2, 60550 Verneuil-en-Halatte, France
| | - Florence Zeman
- Institut National de l'Environnement Industriel et des Risques (INERIS), Unité Modèles pour l'Ecotoxicologie et la Toxicologie, Parc Alata BP2, 60550 Verneuil-en-Halatte, France
| | - Jeroen de Bont
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
| | | | - Leda Chatzi
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA; Department of Genetics & Cell Biology, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, Netherlands
| | - David Donaire-Gonzalez
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
| | - Lise Giorgis-Allemand
- Institut National de la Santé et de la Recherche Médicale (Inserm), CNRS, Univ. Grenoble Alpes, Institute for Advanced Biosciences (IAB), U1209, Team of Environmental Epidemiology applied to Reproduction and Respiratory Health, Grenoble, France
| | - Juan R Gonzalez
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
| | - Esther Gracia-Lavedan
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
| | | | - Mariza Kampouri
- Department of Social Medicine, University of Crete (UOC), Heraklion, Crete, Greece
| | - Sarah Lyon-Caen
- Institut National de la Santé et de la Recherche Médicale (Inserm), CNRS, Univ. Grenoble Alpes, Institute for Advanced Biosciences (IAB), U1209, Team of Environmental Epidemiology applied to Reproduction and Respiratory Health, Grenoble, France
| | - Pau Pañella
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
| | | | - Oliver Robinson
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain; MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, United Kingdom
| | - Jose Urquiza
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
| | - Marina Vafeiadi
- Department of Social Medicine, University of Crete (UOC), Heraklion, Crete, Greece
| | - Céline Vernet
- Institut National de la Santé et de la Recherche Médicale (Inserm), CNRS, Univ. Grenoble Alpes, Institute for Advanced Biosciences (IAB), U1209, Team of Environmental Epidemiology applied to Reproduction and Respiratory Health, Grenoble, France
| | - Dagmar Waiblinger
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust (BTHFT), Bradford, United Kingdom
| | - John Wright
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust (BTHFT), Bradford, United Kingdom
| | | | - Rémy Slama
- Institut National de la Santé et de la Recherche Médicale (Inserm), CNRS, Univ. Grenoble Alpes, Institute for Advanced Biosciences (IAB), U1209, Team of Environmental Epidemiology applied to Reproduction and Respiratory Health, Grenoble, France
| | - Martine Vrijheid
- ISGlobal, Barcelona, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Spain; Universitat Pompeu Fabra, Barcelona, Spain
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Pleil JD, Wallace MAG, Stiegel MA, Funk WE. Human biomarker interpretation: the importance of intra-class correlation coefficients (ICC) and their calculations based on mixed models, ANOVA, and variance estimates. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART B, CRITICAL REVIEWS 2018; 21:161-180. [PMID: 30067478 PMCID: PMC6704467 DOI: 10.1080/10937404.2018.1490128] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Human biomonitoring is the foundation of environmental toxicology, community public health evaluation, preclinical health effects assessments, pharmacological drug development and testing, and medical diagnostics. Within this framework, the intra-class correlation coefficient (ICC) serves as an important tool for gaining insight into human variability and responses and for developing risk-based assessments in the face of sparse or highly complex measurement data. The analytical procedures that provide data for clinical and public health efforts are continually evolving to expand our knowledge base of the many thousands of environmental and biomarker chemicals that define human systems biology. These chemicals range from the smallest molecules from energy metabolism (i.e., the metabolome), through larger molecules including enzymes, proteins, RNA, DNA, and adducts. In additiona, the human body contains exogenous environmental chemicals and contributions from the microbiome from gastrointestinal, pulmonary, urogenital, naso-pharyngeal, and skin sources. This complex mixture of biomarker chemicals from environmental, human, and microbiotic sources comprise the human exposome and generally accessed through sampling of blood, breath, and urine. One of the most difficult problems in biomarker assessment is assigning probative value to any given set of measurements as there are generally insufficient data to distinguish among sources of chemicals such as environmental, microbiotic, or human metabolism and also deciding which measurements are remarkable from those that are within normal human variability. The implementation of longitudinal (repeat) measurement strategies has provided new statistical approaches for interpreting such complexities, and use of descriptive statistics based upon intra-class correlation coefficients (ICC) has become a powerful tool in these efforts. This review has two parts; the first focuses on the history of repeat measures of human biomarkers starting with occupational toxicology of the early 1950s through modern applications in interpretation of the human exposome and metabolic adverse outcome pathways (AOPs). The second part reviews different methods for calculating the ICC and explores the strategies and applications in light of different data structures.
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Affiliation(s)
- Joachim D. Pleil
- Office of Research and Development, US Environmental Protection Agency (EPA), Research Triangle Park, NC, USA
| | - M. Ariel Geer Wallace
- Office of Research and Development, US Environmental Protection Agency (EPA), Research Triangle Park, NC, USA
| | - Matthew A. Stiegel
- Department of Occupational and Environmental Safety, Duke University Medical Center, Durham, NC, USA
| | - William E. Funk
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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Choi SM, Roh TH, Lim DS, Kacew S, Kim HS, Lee BM. Risk assessment of benzalkonium chloride in cosmetic products. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART B, CRITICAL REVIEWS 2017; 21:8-23. [PMID: 29211634 DOI: 10.1080/10937404.2017.1408552] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
A risk assessment of benzalkonium chloride (BAC) was conducted based upon its toxicological profile and exposure evaluation. Since 1935, BAC has been used in a wide variety of products such as disinfectants, preservatives, and sanitizers. It is well-established that BAC is not genotoxic nor does it display tumorigenic potential, but safety concerns have been raised in local usage such as for ocular and intranasal applications. The Foundation of Korea Cosmetic Industry Institute (KCII) reported that in a hair conditioner manufactured as a cosmetic or personal product in South Korea, BAC was present at concentrations of 0.5-2%. The systemic exposure dosage (SED) was determined using the above in-use concentrations and a risk assessment analysis was conducted. The Margin of Safety (MOS) values for hair conditioners were calculated to be between 621 and 2,483. The risk of certain personal and cosmetic products was also assessed based upon assumptions that BAC was present at the maximal level of regulation in South Korea and that the maximal amount was used. The MOS values for the body lotion were all above 100, regardless of the application site. Collectively, data indicate that there are no safety concerns regarding use of products that contain BAC under the current concentration restrictions, even when utilized at maximal permitted levels. However, a chronic dermal toxicity study on BAC and comprehensive dermal absorption evaluation needs to be conducted to provide a more accurate prediction of the potential health risks to humans.
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Affiliation(s)
- Seul Min Choi
- a Division of Toxicology, College of Pharmacy , Sungkyunkwan University , Gyeonggi-Do , Suwon , South Korea
| | - Tae Hyun Roh
- a Division of Toxicology, College of Pharmacy , Sungkyunkwan University , Gyeonggi-Do , Suwon , South Korea
| | - Duck Soo Lim
- a Division of Toxicology, College of Pharmacy , Sungkyunkwan University , Gyeonggi-Do , Suwon , South Korea
| | - Sam Kacew
- b McLaughlin Centre for Population Health Risk Assessment , University of Ottawa , Ottawa , ON , Canada
| | - Hyung Sik Kim
- a Division of Toxicology, College of Pharmacy , Sungkyunkwan University , Gyeonggi-Do , Suwon , South Korea
| | - Byung-Mu Lee
- a Division of Toxicology, College of Pharmacy , Sungkyunkwan University , Gyeonggi-Do , Suwon , South Korea
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Da Silva ALC, Urbano MR, Almeida Lopes ACBD, Carvalho MDFH, Buzzo ML, Peixe TS, Aschner M, Mesas AE, Paoliello MMB. Blood manganese levels and associated factors in a population-based study in Southern Brazil. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2017; 80:1064-1077. [PMID: 28850015 DOI: 10.1080/15287394.2017.1357354] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Manganese (Mn) is an essential dietary nutrient for human health serving as a cofactor for many enzymes; however, exposure to excessive quantities of Mn may lead to toxicity with symptoms analogous to Parkinson's disease (PD). Population-based biomonitoring is an effective tool for characterizing the body burden of environmental or occupational pollutants, including Mn. The objective of this cross-sectional study was to (1) estimate reference values (RV) for blood Mn in an adult population and (2) assess the variables that were associated with higher blood metal levels. A total of 947 adults, aged 40 years or older, were randomly selected in a city in Southern Brazil. Information on socioeconomic, dietary, lifestyle, and occupational background was collected by trained interviewers. Blood Mn levels (μg/L) were analyzed by inductively coupled plasma-mass spectrometer (ICP-MS). The RV for blood Mn concentrations were obtained from the upper limits of the 95% confidence intervals (CI) of the 95th percentile distributions. Cluster analysis was performed to identify variables associated with high or low blood Mn concentrations. The RV for blood Mn levels in this study were 18.54 and 20.15 μg/L for men and women, respectively. Mn blood concentrations decreased with age and were higher in females compared to males. No marked association was noted between blood Mn and smoking or drinking habits, education levels and socioeconomic status. Diastolic blood pressure was higher in a group of women approximately 54 years of age associated with elevated blood Mn levels. Important reference data stratified by demographic and lifestyle factors that may prove useful for future surveillance of environmental exposure to Mn and health risks associated with this metal are presented.
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Affiliation(s)
- Ana Lívia Carvalho Da Silva
- a Graduate Program in Public Health, Center of Health Sciences , State University of Londrina , Paraná , Londrina, Brazil
| | | | | | | | | | - Tiago Severo Peixe
- d Department of Pathology, Clinical and Toxicological Analysis , State University of Londrina , Paraná , Brazil
| | - Michael Aschner
- e Department of Molecular Pharmacology , Albert Einstein College of Medicine , Bronx , NY , USA
| | - Arthur Eumann Mesas
- a Graduate Program in Public Health, Center of Health Sciences , State University of Londrina , Paraná , Londrina, Brazil
| | - Monica Maria Bastos Paoliello
- a Graduate Program in Public Health, Center of Health Sciences , State University of Londrina , Paraná , Londrina, Brazil
- e Department of Molecular Pharmacology , Albert Einstein College of Medicine , Bronx , NY , USA
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Shim YK, Lewin MD, Ruiz P, Eichner JE, Mumtaz MM. Prevalence and associated demographic characteristics of exposure to multiple metals and their species in human populations: The United States NHANES, 2007-2012. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2017; 80:502-512. [PMID: 28703686 PMCID: PMC5693367 DOI: 10.1080/15287394.2017.1330581] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Lead (Pb), cadmium (Cd), mercury (Hg), and arsenic (As) are among the top 10 pollutants of global health concern. Studies have shown that exposures to these metals produce severe adverse effects. However, the mechanisms underlying these effects, particularly joint toxicities, are poorly understood in humans. The objective of this investigation was to identify and characterize prevalent combinations of these metals and their species in the U.S. NHANES population to provide background data for future studies of potential metal interactions. Exposure was defined as urine or blood levels ≥ medians of the NHANES 2007-2012 participants ≥6 years (n = 7408). Adjusted-odds ratios (adj-OR) and 95% confidence intervals were determined for covariates (age, gender, and race/ethnicity, cotinine and body mass index). Species-specific analysis was also conducted for As and Hg including iAs (urinary arsenous acid and/or arsenic acid), met-iAs (urinary monomethylarsonic acid and/or dimethylarsinic acid), and oHg (blood methyl-mercury and/or ethyl-mercury). For combinations of As and Hg species, age- and gender-specific prevalence was determined among NHANES 2011-2012 participants (n = 2342). Data showed that approximately 49.3% of the population contained a combination of three or more metals. The most prevalent unique specific combinations were Pb/Cd/Hg/As, Pb/Cd/Hg, and Pb/Cd. Age was consistently associated with these combinations: adj-ORs ranged from 10.9 (Pb/Cd) to 11.2 (Pb/Cd/Hg/As). Race/ethnicity was significant for Pb/Cd/Hg/As. Among women of reproductive age, frequency of oHg/iAs/met-iAS and oHg/met-iAs was 22.9 and 40.3%, respectively. These findings may help prioritize efforts to assess joint toxicities and their impact on public health.
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Affiliation(s)
- Youn K Shim
- a Division of Toxicology and Human Health Sciences , Agency for Toxic Substances and Disease Registry , Atlanta , GA , USA
| | - Michael D Lewin
- a Division of Toxicology and Human Health Sciences , Agency for Toxic Substances and Disease Registry , Atlanta , GA , USA
| | - Patricia Ruiz
- a Division of Toxicology and Human Health Sciences , Agency for Toxic Substances and Disease Registry , Atlanta , GA , USA
| | - June E Eichner
- b Department of Biostatistics and Epidemiology, College of Public Health , University of Oklahoma , Oklahoma City , OK , USA
| | - Moiz M Mumtaz
- a Division of Toxicology and Human Health Sciences , Agency for Toxic Substances and Disease Registry , Atlanta , GA , USA
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Stiegel MA, Pleil JD, Sobus JR, Stevens T, Madden MC. Linking physiological parameters to perturbations in the human exposome: Environmental exposures modify blood pressure and lung function via inflammatory cytokine pathway. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2017; 80:485-501. [PMID: 28696913 PMCID: PMC6089069 DOI: 10.1080/15287394.2017.1330578] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Human biomonitoring is an indispensable tool for evaluating the systemic effects derived from external stressors including environmental pollutants, chemicals from consumer products, and pharmaceuticals. The aim of this study was to explore consequences of environmental exposures to diesel exhaust (DE) and ozone (O3) and ultimately to interpret these parameters from the perspective of in vitro to in vivo extrapolation. In particular, the objective was to use cytokine expression at the cellular level as a biomarker for physiological systemic responses such as blood pressure and lung function at the systemic level. The values obtained could ultimately link in vivo behavior to simpler in vitro experiments where cytokines are a measured parameter. Human exposures to combinations of DE and O3 and the response correlations between forced exhaled volume in 1 second (FEV1), forced vital capacity (FVC), systolic and diastolic blood pressure (SBP and DBP, respectively), and 10 inflammatory cytokines in blood (interleukins 1β, 2, 4, 5, 8, 10, 12p70 and 13, IFN-γ, and TNF-α) were determined in 15 healthy human volunteers. Results across all exposures revealed that certain individuals displayed greater inflammatory responses compared to the group and, generally, there was more between-person variation in the responses. Evidence indicates that individuals are more stable within themselves and are more likely to exhibit responses independent of one another. Data suggest that in vitro findings may ultimately be implemented to elucidate underlying adverse outcome pathways (AOP) for linking high-throughput toxicity tests to physiological in vivo responses. Further, this investigation supports assessing subjects based upon individual responses as a complement to standard longitudinal (pre vs. post) intervention grouping strategies. Ultimately, it may become possible to predict a physiological (systemic) response based upon cellular-level (in vitro) observations.
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Affiliation(s)
- Matthew A Stiegel
- a Duke University Medical Center , Department of Occupational and Environmental Safety , Durham , NC , US
| | - Joachim D Pleil
- b United States Environmental Protection Agency, National Exposure Research Lab , Exposure Methods and Measurement Division , Research Triangle Park , NC , US
| | - Jon R Sobus
- b United States Environmental Protection Agency, National Exposure Research Lab , Exposure Methods and Measurement Division , Research Triangle Park , NC , US
| | - Tina Stevens
- c United States Environmental Protection Agency , National Health and Environmental Effects Research Lab, Environmental Public Health Division , Chapel Hill , NC , US
| | - Michael C Madden
- c United States Environmental Protection Agency , National Health and Environmental Effects Research Lab, Environmental Public Health Division , Chapel Hill , NC , US
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