Abstract
The Candiota region, located in the extreme south of Brazil, has the largest mineral coal deposit in the country, and this activity is capable of releasing pollutants in which they are associated with the contamination of different matrices (soil, water, and air). The present study aimed to carry out a risk assessment to human health of atmospheric pollutants NO2 and SO2 and PM10-bound metal(loid)s in the municipality of Candiota, in addition to evaluating the correlation of meteorological parameters for the dynamics and potential risk of these pollutants. Pollutants were sampled from stations located almost 4 km from coal exploration activities, and the trace elements As, Cd, Se, Pb, and Ni, in addition to NO2 and SO2, were evaluated. Risk assessment was conducted taking into account the risk to adults via the inhalation route. During the sampling period, all pollutants presented values lower than national legislation or internationally accepted values, and Pb was the element that presented the highest values throughout the sampled period. The risk assessment showed no carcinogenic and non-carcinogenic risks, even when considering the sum of the risk of all analyzed pollutants. It can be observed that the highest levels of Pb, As, and Se occurred in the winter season, while the levels of Ni and Cd were higher in the spring, and the meteorological parameters were correlated with the pollutants, even using a temporal lag of 5 days. Although the air pollutants evaluated did not present a risk to human health, continuous monitoring of regions with strong mineral exploration activity must be carried out with a view to maintaining the well-being of exposed populations, mainly because there are people living in areas closer to sources of coal pollution than distance to air quality monitoring stations.
Similar content being viewed by others
Data availability
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Adewumi AJ, Laniyan TA (2020) Ecological and human health risks associated with metals in water from Anka Artisanal gold mining area, Nigeria. Human Ecol Risk Assess: Int J. https://doi.org/10.1080/10807039.2019.1710694
Arregocés HA, Rojano RR, Restrepo G (2020) PM10-bound heavy metal concentrations and the human health risk assessment from one of the world’s largest multiple open-pit coal mines. Air Pollution. https://doi.org/10.2495/AIR200071
Bharti R, Sharma R (2022) Effect of heavy metals: an overview. Mater Today: Proc 51:880–885. https://doi.org/10.1016/j.matpr.2021.06.278
Bigliardi AP, Fernandes CLF, Pinto EA, dos Santos M, Garcia EM, Baisch PRM, Soares MCF, Muccillo-Baisch AL, da Silva Júnior FMR (2020) Blood markers among residents from a coal mining area. Environ Sci Pollut Res 28:1409–1416. https://doi.org/10.1007/s11356-020-10400-3
Bigliardi AP, Dos Santos M, Fernandes CLF, Garcia EM, Dos Santos MET, Jones MH, Soares MCF, Muccillo-Baisch AL, da Silva Júnior FMR (2022) Lung function among residents from the largest coal region in Brazil. Environ Sci Pollut Res 29(31):46803–46812. https://doi.org/10.1007/s11356-022-19242-7
Bocchi C, Bazzini C, Fontana F, Pinto G, Martino A, Cassoni F (2019) Characterization of urban aerosol: seasonal variation of genotoxicity of the water-soluble portion of PM2.5 and PM1. Environ Mutagenesis 23–30. https://doi.org/10.1016/j.mrgentox.2019.04.005
Briki M, Zhu Y, Gao Y, Shao M, Ding H, Ji H (2017) Distribution and health risk assessment to heavy metals near smelting and mining areas of Hezhang, China. Environ Monit Assess 189(9):458. https://doi.org/10.1007/s10661-017-6153-6
Charkiewicz AEC, Backstrand JR (2020) Lead toxicity and pollution in Poland. Int J Environ Res Public Health 17(12):4385. https://doi.org/10.3390/ijerph17124385
CETESB - Companhia Ambiental do Estado de São Paulo (2022) Qualidade do ar. Poluentes. https://cetesb.sp.gov.br/ar/poluentes/. Accessed 29 Aug 2022
CONAMA - Conselho Nacional do Meio Ambiente (2018) Resolução N° 491, de 19 de Novembro de 2018. https://www.in.gov.br/web/guest/materia/-/asset_publisher/Kujrw0TZC2Mb/content/id/51058895/do1-2018-11-21-resolucao-n-491-de-19-de-novembro-de-2018-51058603. Accessed 29 Aug 2022
da Silva Bonifácio A, de Lima Brum R, Tavella RA, Ramires PF, Lessa IM, dos Santos M, da Silva Júnior FMR (2021) Health risk assessment of metals and anions in surface water from a mineral coal region in Brazil. Environ Monit Assess 193:567. https://doi.org/10.1007/s10661-021-09359-6
da Silva Pinto EA, Garcia EM, de Almeida KA, Fernandes CFL, Tavella RA, Soares MCF, Baisch PRM, Muccillo-Baisch AL, da Silva Júnior FMR (2017) Genotoxicity in adult residents in mineral coal region—a cross-sectional study. Environ Sci Pollut Res 24(20):16806–16814. https://doi.org/10.1007/s11356-017-9312-y
Da Silva Júnior FMR, Tavella RA, Fernandes CLF, Soares MCF, De Almeida KA, Garcia EM, Da Silva Pinto EA, Baisch ALM (2017) Genotoxicity in Brazilian coal miners and its associated factors. Hum Exp Toxicol 37(9):891–900. https://doi.org/10.1177/0960327117745692
Da Silva Júnior FMR, Ramires PF, Dos Santos M, Seus ER, Soares MCF, Muccillo-Baisch AL, Mirlean N, Baisch PRM (2019) Distribution of potentially harmful elements in soils around a large coal-fired power plant. Environ Geochem Health 41:2131–2143. https://doi.org/10.1007/s10653-019-00267-w
de Brum RL, Penteado JO, Ramires PF, Girónes MCR, Mondelongo SP, Armendáriz MCR, dos Santos M, da Silva Júnior FMR (2021) Recommended Guidance and Checklist for Human Health Risk Assessment of Metal(loid)s in Soil. Exposure and Health 14:295–304. https://doi.org/10.1007/s12403-021-00440-6
De Lima Brum R, dos Santos M, da Silva Junior UJ, Muccillo-Baisch AL, da Silva Junior FMR (2022) Urinary Pb levels in schoolchildren from the largest coal mining area in Brazil and its associated factors: a cross-sectional study. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-022-21058-4
Dos Santos M, Soares MCF, Baisch PRM, Muccillo-Baisch AL, da Silva Júnior FMR (2018) Biomonitoring of trace elements in urine samples of children from a coal-mining region. Chemosphere 197:622–626. https://doi.org/10.1016/j.chemosphere.2018.01.082
Dos Santos M, Da Silva Júnior FMR, Zurdo DV, Baisch P, Muccillo-Baisch AL, Madrid Y (2019a) Selenium and mercury concentration in drinking water and food samples from a coal mining area in Brazil. Environ Sci Pollut Res 26:15510–15517. https://doi.org/10.1007/s11356-019-04942-4
Dos Santos M, Oliveira PJ, Soares MF, Muccillo-Baisch AL, Da Silva Júnior FMR (2019b) Association between DNA damage, dietary patterns, nutritional status, and non-communicable diseases in coal miners. Environ Sci Pollut Res 26:15600–15607. https://doi.org/10.1007/s11356-019-04922-8
Dos Santos M, Oliveira PJ, Baisch P, Soares BM, Da Silva Júnior FMR (2020a) Selenium dietary intake, urinary excretion, and toxicity symptoms among children from a coal mining area in Brazil. Environ Geochem Health 43:65–75. https://doi.org/10.1007/s10653-020-00672-6
Dos Santos M, Ramires PF, Gironés MCR, Armendáriz MCR, Montelongo SP, Muccillo-Baisch AL, da Silva Júnior FMR (2020b) Multiple exposure pathways and health risk assessment of selenium for children in a coal minig area. Environ Sci Pollut Res 28(11):13562–13569. https://doi.org/10.1007/s11356-020-11514
ECHA – European Commission (2014) EU air quality standards. https://environment.ec.europa.eu/topics/air-quality/eu-air-quality-standards_en. Accessed 30 Aug 2022
EPA – United States Environmental Protection Agency (2009) Risk Assessment Guidance for Superfund Volume I: Human Health Evaluation Manual (Part F, Supplemental Guidance for Inhalation Risk Assessment)
Feng X, Wei S, Wang S (2020) Temperature inversions in the atmospheric boundary layer and lower troposphere over the Sichuan Basin, China: Climatology and impacts on air pollution. Sci Total Environ 726:138579. https://doi.org/10.1016/j.scitotenv.2020.138579
Focus E, Rwiza MJ, Mohammed NK, Banzi FP (2021) Health risk assessment of trace elements in soil for people living and working in a mining area. J Environ Public Health. https://doi.org/10.1155/2021/9976048
Guo G, Song B, Xia D, Yang Z, Wang F (2018) Metals and metalloids in PM10 in Nandan County, Guangxi, China, and the health risks posed. Environ Geochem Health 40(5):2071–2086. https://doi.org/10.1007/s10653-018-0083-2
Honscha LC, Penteado JO, Gama VS, Bonifacio AS, Aikawa P, Santos M, Baisch P, Muccillo-Baisch AL, Da Silva Júnior FMR (2022) Health impact assessment of air pollution in an area of the largest coal mine in Brazil. Environ Sci Pollut Res 29:14176–14184. https://doi.org/10.1007/s11356-021-16709-x
Khafaie MA, Ojha A, Salvi SS, Yajnik CS (2016) Methodological approach in air pollution health effects studies. J Air Pollut Health 1(3):219–226
Khaniabadi YO, Polosa R, Chuturkova RZ, Daryanoosh M, Goudarzi G, Borgini A, Tittarelli A, Basiri H, Armin H, Nourmoradi H, Babaei AA, Naserian P (2017) Human health risk assessment due to ambientPM10and SO2by an air quality modeling technique. Process Saf Environ Protect 346–354. https://doi.org/10.1016/j.psep.2017.07.018
Khaniabadi YO, Sicard P, Khaniabadi AO, Mohammadinejad S, Keishams F, Takdastan A, Najafi A, Marco A, Daryanoosh M (2018) Air quality modeling for health risk assessment of ambient PM10, PM2.5 and SO2 in Iran. Human Ecol Risk Assess: Int J. https://doi.org/10.1080/10807039.2018.1487277
Luvsan ME, Shie RH, Purevdorj T, Badarch L, Baldorj B, Chan CC (2012) The influence of emission sources and meteorological conditions on SO2 pollution in Mongolia. Atmos Environ 542–549. https://doi.org/10.1016/j.atmosenv.2012.07.044
Ma Y, Liang C, Wang Z, Wang X, Xie L, Tao S, ..., Tao F (2023) Association between prenatal metals exposure and blood pressure in 5–6 years children: A birth cohort study. Environ Res 219:114974. https://doi.org/10.1016/j.envres.2022.114974
Müller L, Ramires PF, dos Santos M, Coronas MV, Lima JV, Dias D, Muccillo-Baisch AL, Baisch PRM, da Silva Júnior JMR (2021) Human health risk assessment of arsenic in a region influenced by a large coal-fired power plant. Int J Environ Sci Technol 19:281–288. https://doi.org/10.1007/s13762-021-03167-8
Nidzgorska-Lencewicz J, Czarnecka M (2020) Thermal inversion and particulate matter concentration in Wrocław in winter season. Atmosphere 11(12):1351. https://doi.org/10.3390/atmos11121351
Ogino K, Nagaoka K, Ito T, Takemoto K, Okuda T, Nakayama SF, Ogino N, Seki Y, Hamada H, Takashiba S, Fujikura Y (2019) Involvement of PM2.5-bound protein and metals in PM2.5-induced allergic airway inflammation in mice. Inhalation Toxicol 30(13–14):498–508. https://doi.org/10.1080/08958378.2018.1561769
Pandey B, Agrawal M, Singh S (2014) Assessment of air pollution around coal mining area: Emphasizing on spatial distributions, seasonal variations and heavy metals, using cluster and principal component analysis. Atmos Pollut Res 5:79–86. https://doi.org/10.5094/APR.2014.010
Penteado JO, Brum RL, Ramires PF, Garcia EM, dos Santos M, da Silva Júnior FMR (2021) Health risk assessment in urban parks soils contaminated by metals, Rio Grande city (Brazil) case study. Ecotoxicol Environ Saf 208:111737. https://doi.org/10.1016/j.ecoenv.2020.111737
Pires M, Querol X, Teixeira EC (2001) Caracterização do carvão de Candiota e de suas cinzas. Geochimica Brasiliensis 15:113–130
Radzka E (2020) The effects of meteorological conditions on air pollution in Siedlce. J Ecol Eng 21(1):97–104. https://doi.org/10.12911/22998993/113074
Ramires PF, dos Santos M, Paz-Montelongo S, Rubio-Armendáriz C, Adamatti D, Fiasconaro ML, da Silva Júnior FMR (2022) Multiple exposure pathways and health risk assessment of potentially harmful elements for children and adults living in a coal region in Brazil. Environ Geochem Health. https://doi.org/10.1007/s10653-022-01234-8
Roy D, Singh G, Seo YC (2019) Carcinogenic and non-carcinogenic risks from PM10-and PM2.5-Bound metals in a critically polluted coal mining area. Atmos Pollut Res 10:1964–1975. https://doi.org/10.1016/j.apr.2019.09.002
Schraufnagel DE, Balmes J, Cowl CT, Matteis S, Jung SH, Mortimer K, Padilla RP, Rice MB, Rodroguez HR, Sood A, Thurston GD, To T, Vanker A, Wuebbles DJ (2018) Air pollution and noncommunicable diseases: A review by the forum of international respiratory societies environmental committee. Part 2: Air pollution and organ systems. Chest 155(2):417–426. https://doi.org/10.1016/j.chest.2018.10.041
Song X, Shao L, Yang S, Song R, Sun L, Cen S (2015) Trace elements pollution and toxicity of airborne PM10 in a coal industrial city. Atmos Pollut Res 6:469–475. https://doi.org/10.5094/APR.2015.052
Tang Y, Han G (2019) Seasonal variation and quality assessment of the major and trace elements of atmospheric dust in a typical Karst City, Southwest China. Int J Environ Res Public Health 16(3):325. https://doi.org/10.3390/ijerph16030325
Trinh TT, Trinh TT, Le TT, Nguyen TDH, Tu BM (2018) Temperature inversion and air pollution relationship, and its effects on human health in Hanoi City, Vietnam. Environ Geochem Health 41:929–937. https://doi.org/10.1007/s10653-018-0190-0
U. S. EPA - United States Environmental Protection Agency (1999) Compendium of Methods for the Determination of Inorganic Compounds in Ambient Air
U. S.EPA - United States Environmental Protection Agency (2009) Risk Assessment Guidance for Superfund Volume I: Human Health Evaluation Manual (Part F, Supplemental Guidance for Inhalation Risk Assessment)
U. S. EPA - United States Environmental Protection Agency (2001) Risk Assessment Guidance for Superfund: Volume I Human Health Evaluation Manual (Part D, Standardized Planning, Reporting, and Review of Superfund Risk Assessments)
U. S. EPA - United States Environmental Protection Agency (2022) Basic iformation about NO2. https://www.epa.gov/no2-pollution/basic-information-about-no2#What%20is%20NO2. Accessed 30 Aug 2022
WHO – World Health Organization (2006) Air Quality guidelines for particulate matter, ozone, nitrogen dioxide, and sulfur dioxide. Global update 2005. Available in https://apps.who.int/iris/handle/10665/69477. Accessed 29 Feb 2023
WHO – World Health Organization (2021) WHO global air quality guidelines – Particulate matter (PM2.5 and PM10), ozone, nitrogen dioxide, sulfur dioxide and carbon monoxide. https://apps.who.int/iris/bitstream/handle/10665/345329/9789240034228-eng.pdf?sequence=1&isAllowed=y. Accessed 29 Aug 2022
Witkowska D, Słowik J, Chilicka K (2021) Heavy metals and human health: possible exposure pathways and the competition for protein binding sites. Molecules 26(19):6060. https://doi.org/10.3390/molecules26196060
Xie W, Peng C, Wang H, Chen W (2017) Health risk assessment of trace metals in various environmental media, crops and human hair from a mining affected area. Int J Environ Res Public Health 14(12):1595. https://doi.org/10.3390/ijerph14121595
Xing DF, Xu CD, Liao XY, Xing TY, Cheng SP, Hu MG, Wang JX (2019) Spatial association between outdoor air pollution and lung cancer incidence in China. BMC Public Health 19(1):1377. https://doi.org/10.1186/s12889-019-7740-y
Xue H, Liu G, Zhang H, Hu R, Wang X (2018) Similarities and differences in PM10 and MP2,5 concentrations, chemical compositions and sources in Hefei city, China. Chemosphere 220. https://doi.org/10.1016/j.chemosphere.2018.12.123
Yadav AK (2021) Human health risk assessment in opencast coal mines and coal-fired thermal power plants surrounding area due to inhalation. Environ Challenges 3. https://doi.org/10.1016/j.envc.2021.100074
Zhang C, Quan Z, Wu Q, Jin Z, Lee JH, Li C, Zheng Y, Cui L (2018) Association between atmospheric particulate pollutants and mortality for cardio-cerebrocasvular diseases in chinese Korean population: a case-crossover study. Environ Res Public Health 15(12):2835. https://doi.org/10.3390/ijerph15122835
Zhang Y, Song B, Pang R, Zhou L (2020) Risk assessment of lead intake via food among residents in the mining areas of Nadan Coutry, China. Environ Geochem Health 42(11):3841–3850. https://doi.org/10.1007/s10653-020-00642-y
Acknowledgements
The authors thank the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, CAPES, for the Doctoral scholarships (JOP and MS), and Fapergs, for undergraduate scholarships (ASB).
Funding
This study was financed in part by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior—Brasil (CAPES)—Finance Code 001 and Conselho Nacional de Desenvolvimento Científico e Tecnológico—310856/2020–5.
Author information
Authors and Affiliations
Contributions
LCH and FOR were responsible for writing the article, analyzing and interpreting the data. LCH, FOR, and FMRSJ were responsible for extracting the data from the databases and preparing the spreadsheets. PA, ALMB, and PRMB helped to formulate the key research question and to correct the text. FMRSJ was the advisor and responsible for the research.
Corresponding author
Ethics declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Shimin Liu
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Honscha, L.C., Reis, F.O., Aikawa, P. et al. Human health risk assessment of air pollutants in the largest coal mining area in Brazil. Environ Sci Pollut Res 30, 59499–59509 (2023). https://doi.org/10.1007/s11356-023-26708-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-023-26708-9