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Jang H, Choi KH, Cho YM, Han D, Hong YS. Environmental risk score of multiple pollutants for kidney damage among residents in vulnerable areas by occupational chemical exposure in Korea. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:35938-35951. [PMID: 38743333 PMCID: PMC11136836 DOI: 10.1007/s11356-024-33567-5] [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: 11/17/2023] [Accepted: 04/30/2024] [Indexed: 05/16/2024]
Abstract
This study aimed to develop an environmental risk score (ERS) of multiple pollutants (MP) causing kidney damage (KD) in Korean residents near abandoned metal mines or smelters and evaluate the association between ERS and KD by a history of occupational chemical exposure (OCE). Exposure to MP, consisting of nine metals, four polycyclic aromatic hydrocarbons, and four volatile organic compounds, was measured as urinary metabolites. The study participants were recruited from the Forensic Research via Omics Markers (FROM) study (n = 256). Beta-2-microglobulin (β2-MG), N-acetyl-β-D-glucosaminidase (NAG), and estimated glomerular filtration rate (eGFR) were used as biomarkers of KD. Bayesian kernel machine regression (BKMR) was selected as the optimal ERS model with the best performance and stability of the predicted effect size among the elastic net, adaptive elastic net, weighted quantile sum regression, BKMR, Bayesian additive regression tree, and super learner model. Variable importance was estimated to evaluate the effects of metabolites on KD. When stratified with the history of OCE after adjusting for several confounding factors, the risks for KD were higher in the OCE group than those in the non-OCE group; the odds ratio (OR; 95% CI) for ERS in non-OCE and OCE groups were 2.97 (2.19, 4.02) and 6.43 (2.85, 14.5) for β2-MG, 1.37 (1.01, 1.86) and 4.16 (1.85, 9.39) for NAG, and 4.57 (3.37, 6.19) and 6.44 (2.85, 14.5) for eGFR, respectively. We found that the ERS stratified history of OCE was the most suitable for evaluating the association between MP and KD, and the risks were higher in the OCE group than those in the non-OCE group.
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Affiliation(s)
- Hyuna Jang
- Department of Environmental Science, Baylor University, Waco, TX, USA
| | - Kyung-Hwa Choi
- Department of Preventive Medicine, Dankook University College of Medicine, Cheonan, Republic of Korea.
| | - Yong Min Cho
- Institute of Environmental Health, Seokyeong University, Seoul, Republic of Korea
- Department of Environmental Chemical Engineering, Seokyeong University, Seoul, Republic of Korea
| | - Dahee Han
- Institute of Environmental Health, Seokyeong University, Seoul, Republic of Korea
- Department of Environmental Chemical Engineering, Seokyeong University, Seoul, Republic of Korea
| | - Young Seoub Hong
- Department of Preventive Medicine, Dong-A University College of Medicine, Busan, Republic of Korea
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Pastor-Sierra K, Espitia-Pérez L, Espitia-Pérez P, Peñata-Taborda A, Brango H, Galeano-Páez C, Bru-Cordero OE, Palma-Parra M, Díaz SM, Trillos C, Briceño L, Idrovo ÁJ, Miranda-Pacheco J, Téllez E, Jiménez-Vidal L, Coneo-Pretelt A, Álvarez AH, Arteaga-Arroyo G, Ricardo-Caldera D, Salcedo-Arteaga S, Porras-Ramírez A, Varona-Uribe M. Micronuclei frequency and exposure to chemical mixtures in three Colombian mining populations. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 901:165789. [PMID: 37499817 DOI: 10.1016/j.scitotenv.2023.165789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 07/12/2023] [Accepted: 07/23/2023] [Indexed: 07/29/2023]
Abstract
The Colombian mining industry has witnessed significant growth. Depending on the scale and mineral extracted, complex chemical mixtures are generated, impacting the health of occupationally exposed populations and communities near mining projects. Increasing evidence suggests that chromosomal instability (CIN) is an important link between the development of certain diseases and exposure to complex mixtures. To better understand the effects of exposure to complex mixtures we performed a biomonitoring study on 407 healthy individuals from four areas: three located in municipalities exploiting different-scale mining systems and a reference area with no mining activity. Large, medium, and small-scale mining systems were analyzed in Montelibano (Córdoba), artisanal and small-scale mining (ASGM) in Nechí (Antioquia), and a closed mining system in Aranzazu (Caldas). The reference area with no mining activity was established in Montería (Córdoba). ICP-MS measured multi-elemental exposure in hair, and CIN was evaluated using the cytokinesis-block micronucleus technique (MNBN). Exposure to mixtures of chemical elements was comparable in workers and residents of the mining areas but significantly higher compared to reference individuals. In Montelibano, increased MNBN frequencies were associated with combined exposure to Se, Hg, Mn, Pb, and Mg. This distinct pattern significantly differed from other areas. Specifically, in Nechí, Cr, Ni, Hg, Se, and Mg emerged as the primary contributors to elevated frequencies of MNBN. In contrast, a combination of Hg and Ni played a role in increasing MNBN in Aranzazu. Interestingly, Se consistently correlated with increased MNBN frequencies across all active mining areas. Chemical elements in Montelibano exhibit a broader range compared to other mining zones, reflecting the characteristics of the high-impact and large-scale mining in the area. This research provides valuable insights into the effects of exposure to chemical mixtures, underscoring the importance of employing this approach in the risk assessment of communities, especially those from residential areas.
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Affiliation(s)
- Karina Pastor-Sierra
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia; Programa de doctorado en Salud Pública, Universidad El Bosque, Bogotá, Colombia
| | - Lyda Espitia-Pérez
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia.
| | - Pedro Espitia-Pérez
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | - Ana Peñata-Taborda
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | - Hugo Brango
- Departamento de Matemáticas y Estadística, Universidad del Norte, Barranquilla, Colombia
| | - Claudia Galeano-Páez
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | | | - Marien Palma-Parra
- Dirección de Investigación en Salud Pública, Grupo de Salud Ambiental y Laboral, Instituto Nacional de Salud, Bogotá, Colombia
| | - Sonia M Díaz
- Escuela de Medicina y Ciencias de la Salud, Universidad del Rosario, Bogotá, Colombia
| | - Carlos Trillos
- Escuela de Medicina y Ciencias de la Salud, Universidad del Rosario, Bogotá, Colombia
| | - Leonardo Briceño
- Escuela de Medicina y Ciencias de la Salud, Universidad del Rosario, Bogotá, Colombia
| | - Álvaro J Idrovo
- Departamento de Salud Pública, Escuela de Medicina, Universidad Industrial de Santander, Bucaramanga, Colombia
| | - Juan Miranda-Pacheco
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | - Eliana Téllez
- Dirección de Investigación en Salud Pública, Grupo de Salud Ambiental y Laboral, Instituto Nacional de Salud, Bogotá, Colombia
| | - Luisa Jiménez-Vidal
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | - Andrés Coneo-Pretelt
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | - Alicia Humanez Álvarez
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | - Gean Arteaga-Arroyo
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | - Dina Ricardo-Caldera
- Grupo de Investigación en Enfermedades Tropicales y Resistencia Bacteriana, Universidad del Sinú, Montería, Córdoba, Colombia
| | - Shirley Salcedo-Arteaga
- Grupo de Investigación Biomédica y Biología Molecular, Universidad del Sinú, Montería, Córdoba, Colombia
| | | | - Marcela Varona-Uribe
- Escuela de Medicina y Ciencias de la Salud, Universidad del Rosario, Bogotá, Colombia
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Florez-Vargas O, Vilanova E, Alcaide C, Henao JA, Villarreal-Jaimes CA, Medina-Pérez OM, Rodriguez-Villamizar LA, Idrovo AJ, Sánchez-Rodríguez LH. Geological context and human exposures to element mixtures in mining and agricultural settings in Colombia. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 898:165632. [PMID: 37467976 DOI: 10.1016/j.scitotenv.2023.165632] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 06/23/2023] [Accepted: 07/16/2023] [Indexed: 07/21/2023]
Abstract
Anthropogenic and natural sources contribute to chemical mixtures in air, water, and soil, posing potential risks to the environment and human health. To understand the interplay between element profiles in the human body, geographical location, and associated economic activities, we carried out an observational analytic cross-sectional study. The study recruited 199 participants from three municipalities, two of which had gold-mining as their primary economic activity, while the other was dedicated to agricultural and other local activities not related to mining. The concentrations of a total of 30 elements in human hair samples and 21 elements in environmental soil samples were measured using various spectrometry techniques. Unsupervised clustering analysis using Self-Organizing Maps was applied to human hair samples to analyze element concentrations. Distinct clusters of individuals were identified based on their hair element profiles, which were mapped to geographical location and economic activities. While higher levels of heavy metals (Ag, As, Hg, and Pb) were observed in individuals engaged in mining activities in certain clusters, individuals in agricultural areas show higher concentrations of elements found in pesticides (Ba and Sr). However, the elemental composition of hair is influenced not only by the anthropogenic activities but also by the inherent geological context where people live. Our findings highlight the significance of accounting for environmental factors when evaluating human health risks, as the intricate mixture of elements can yield valuable insights for targeted health interventions.
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Affiliation(s)
- Oscar Florez-Vargas
- Centro de Estudios e Investigaciones Ambientales (CEIAM), Escuela de Química, Universidad Industrial de Santander, Bucaramanga 680002, Colombia.
| | - Eugenio Vilanova
- Instituto de Bioingeniería, Universidad Miguel Hernández de Elche, 03202 Elche, Spain
| | - Carolina Alcaide
- Instituto de Bioingeniería, Universidad Miguel Hernández de Elche, 03202 Elche, Spain
| | - José A Henao
- Grupo de Investigación en Química Estructural (GIQUE), Escuela de Química, Universidad Industrial de Santander, Bucaramanga 680006, Colombia
| | - Carlos A Villarreal-Jaimes
- Grupo de Investigación en Geología Básica y Aplicada (GIGBA), Escuela de Geología, Universidad Industrial de Santander, Bucaramanga 680006, Colombia
| | - Olga M Medina-Pérez
- Grupo de Investigación en Compuestos Orgánicos de Interés Medicinal (CODEIM), Escuela de Química, Universidad Industrial de Santander, Bucaramanga 680006, Colombia; Escuela de Microbiología, Universidad Industrial de Santander, Bucaramanga 68002, Colombia
| | - Laura A Rodriguez-Villamizar
- Departamento de Salud Pública, Escuela de Medicina, Universidad Industrial de Santander, Bucaramanga 680002, Colombia
| | - Alvaro J Idrovo
- Departamento de Salud Pública, Escuela de Medicina, Universidad Industrial de Santander, Bucaramanga 680002, Colombia
| | - Luz H Sánchez-Rodríguez
- Grupo de Investigación en Compuestos Orgánicos de Interés Medicinal (CODEIM), Escuela de Química, Universidad Industrial de Santander, Bucaramanga 680006, Colombia; Escuela de Microbiología, Universidad Industrial de Santander, Bucaramanga 68002, Colombia
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Varona-Uribe ME, Díaz SM, Palma RM, Briceño-Ayala L, Trillos-Peña C, Téllez-Avila EM, Espitia-Pérez L, Pastor-Sierra K, Espitia-Pérez PJ, Idrovo AJ. Micronuclei, Pesticides, and Element Mixtures in Mining Contexts: The Hormetic Effect of Selenium. TOXICS 2023; 11:821. [PMID: 37888671 PMCID: PMC10611081 DOI: 10.3390/toxics11100821] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Revised: 08/07/2023] [Accepted: 08/16/2023] [Indexed: 10/28/2023]
Abstract
The contexts where there are mining and agriculture activities are potential sources of risk to human health due to contamination by chemical mixtures. These contexts are frequent in several Colombian regions. This study explored the potential association between the frequency of micronuclei and pesticides and elements in regions with ferronickel (Montelibano, Córdoba) and gold (Nechí, Antioquia) mining, and a closed native mercury mine (Aranzazu, Caldas), with an emphasis in the potential effect of selenium as a potential chelator. A cross-sectional study was carried out with 247 individuals. Sociodemographic, occupational, and toxicological variables were ascertained. Blood and urine samples were taken for pesticide analysis (5 organophosphates, 4 organochlorines, and 3 carbamates), 68 elements were quantified in hair, and micronuclei were quantified in lymphocytes. The mixtures of elements were grouped through principal component analysis. Prevalence ratios were estimated with robust variance Poisson regressions to explore associations. Interactions of selenium with toxic elements were explored. The highest concentrations of elements were in the active mines. The potentially most toxic chemical mixture was observed in the ferronickel mine. Pesticides were detected in a low proportion of participants (<2.5%), except paraoxon-methyl in blood (27.55%) in Montelibano and paraoxon-ethyl in blood (18.81%) in Aranzazu. The frequency of micronuclei was similar in the three mining contexts, with means between 4 to 7 (p = 0.1298). There was great heterogeneity in the exposure to pesticides and elements. The "hormetic effect" of selenium was described, in which, at low doses, it acts as a chelator in Montelibano and Aranzazu, and at high doses, it can enhance the toxic effects of other elements, maybe as in Nechí. Selenium can serve as a protective agent, but it requires adaptation to the available concentrations in each region to avoid its toxic effects.
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Affiliation(s)
- Marcela E. Varona-Uribe
- School of Medicine and Health Sciences, Universidad del Rosario, Bogotá D.C. 111221, Colombia; (M.E.V.-U.); (S.M.D.); (L.B.-A.); (C.T.-P.)
| | - Sonia M. Díaz
- School of Medicine and Health Sciences, Universidad del Rosario, Bogotá D.C. 111221, Colombia; (M.E.V.-U.); (S.M.D.); (L.B.-A.); (C.T.-P.)
| | - Ruth-Marien Palma
- Environmental and Occupational Health Group, National Institute of Health, Bogotá D.C. 111321, Colombia; (R.-M.P.); (E.M.T.-A.)
| | - Leonardo Briceño-Ayala
- School of Medicine and Health Sciences, Universidad del Rosario, Bogotá D.C. 111221, Colombia; (M.E.V.-U.); (S.M.D.); (L.B.-A.); (C.T.-P.)
| | - Carlos Trillos-Peña
- School of Medicine and Health Sciences, Universidad del Rosario, Bogotá D.C. 111221, Colombia; (M.E.V.-U.); (S.M.D.); (L.B.-A.); (C.T.-P.)
| | - Eliana M. Téllez-Avila
- Environmental and Occupational Health Group, National Institute of Health, Bogotá D.C. 111321, Colombia; (R.-M.P.); (E.M.T.-A.)
| | - Lyda Espitia-Pérez
- Grupo de Investigación Biomédicas y Biología Molecular, Universidad del Sinú, Montería 230001, Colombia; (L.E.-P.); (K.P.-S.); (P.J.E.-P.)
| | - Karina Pastor-Sierra
- Grupo de Investigación Biomédicas y Biología Molecular, Universidad del Sinú, Montería 230001, Colombia; (L.E.-P.); (K.P.-S.); (P.J.E.-P.)
| | - Pedro Juan Espitia-Pérez
- Grupo de Investigación Biomédicas y Biología Molecular, Universidad del Sinú, Montería 230001, Colombia; (L.E.-P.); (K.P.-S.); (P.J.E.-P.)
| | - Alvaro J. Idrovo
- Public Health Department, School of Medicine, Universidad Industrial de Santander, Bucaramanga 680002, Colombia
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Ruiz R, Estevan C, Estévez J, Alcaide C, Sogorb MA, Vilanova E. Reference Values on Children's Hair for 28 Elements (Heavy Metals and Essential Elements) Based on a Pilot Study in a Representative Non-Contaminated Local Area. Int J Mol Sci 2023; 24:ijms24098127. [PMID: 37175834 PMCID: PMC10179086 DOI: 10.3390/ijms24098127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 04/19/2023] [Accepted: 04/25/2023] [Indexed: 05/15/2023] Open
Abstract
Studies have been published, and laboratories offer services of measuring elements in hair as biomarkers of environmental exposure and/or control of essential elements (trace or macro). These reported values can have only sense if compared with adopted reference values. In this work, we propose provisional reference values based on a pilot child population. The concentrations of 28 elements were measured in children's hair samples. An observational, descriptive, cross-sectional study was conducted in a typical child population in the Mediterranean region void of excessive pollution problems to analyze 419 hair samples of children aged 3-12 years. Children were selected by a simple random method from eight primary education schools in different municipal districts, which included urban, rural and industrial areas. Samples of around 100 mg were washed and acid digested by an optimized procedure. All measures were performed using ICP-MS with Sc, Y and Re as internal standards. The statistical analysis was performed by two approaches: (a) considering all the data and (b) without outliers (second-order atypical data) to compare them with other published studies. The distribution curves in all the elements studied were asymmetric and did not fit the theoretical normality distributions. Therefore, the analysis based on percentiles was more appropriate. In most elements, only slight differences were observed with sex or age, which did not justify proposing separate reference ranges. From the results of this study, provisional reference values are proposed following two criteria: (a) simple application of the table of percentiles built by removing outlier values and (b) values after a detailed analysis case-by-case, considering other data as the distribution profile and other published data of each element. Although the pilot sample was from a limited area, it was carefully selected to be representative of a general non-contaminated population. With this limitation, the proposed reference values might be useful for researchers and physicians until a wider geographical study is available for a large number of elements.
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Affiliation(s)
- Roberto Ruiz
- Institute of Bioengineering, Miguel Hernandez University of Elche, 03202 Elche, Spain
| | - Carmen Estevan
- Institute of Bioengineering, Miguel Hernandez University of Elche, 03202 Elche, Spain
| | - Jorge Estévez
- Institute of Bioengineering, Miguel Hernandez University of Elche, 03202 Elche, Spain
| | - Carolina Alcaide
- Institute of Bioengineering, Miguel Hernandez University of Elche, 03202 Elche, Spain
| | - Miguel A Sogorb
- Institute of Bioengineering, Miguel Hernandez University of Elche, 03202 Elche, Spain
| | - Eugenio Vilanova
- Institute of Bioengineering, Miguel Hernandez University of Elche, 03202 Elche, Spain
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