Monitoring of Heavy Metals and Nitrogen Concentrations in Mosses in the Vicinity of an Integrated Iron and Steel Plant: Case Study in Czechia
Source abstract
Abstract
A biomonitoring study using terrestrial mosses was performed in the vicinity of an Integrated Iron and Steel plant near the Czech–Polish border. Moss samples were collected in two seasons (June, October) in order to embrace the effect of the heating season on the pollution levels. The contents of metals (Al, V, Cr, Mn, Fe, Ni, Cu, Zn, Cd, Pb, As, Sb and Hg) were determined using the Inductively Coupled Plasma-Atomic Emission Spectroscopy (ICP-AES), Atomic Absorption Spectroscopy (AAS) and contents of N, C, H via elemental analysis. The influence of the proximity of the factory, the heating season and modelled concentrations of particulate matter <10 µm (PM10) on determined concentrations of elements were studied via multivariate statistical methods using clr-transformed data. This approach led to the first-time demonstration that not only the distance from the industrial source but also the sampling season and PM10 concentrations significantly affect the elemental content in mosses; the association of the emissions from the source and the determined concentrations of elements in moss samples were more evident outside the heating season (October). The analyses of transformed data revealed the association of Fe, Cr, V, As and Al with the coarse particles and their dominant spatial distribution depending on the prevailing wind directions. The spatial distribution of Mn, Zn and Cd, which are carried by fine particles, appears to depend more on atmospheric dispersion and long-range transport, and, thus, these metals should be considered weak markers of the pollution load in the close surroundings of an industrial source.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Lichen and fungal ecology · Heavy metals in environment · Geochemistry and Geologic Mapping
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Department of Environmental Protection in Industry, Faculty of Materials Science and Technology, VSB—Technical University of Ostrava, 708 00 Ostrava, Czech Republic
Sector of Neutron Activation Analysis and Applied Research, Frank Laboratory of Neutron Physics, Joint Institute for Nuclear Research, 141980 Dubna, Russia
Nanotechnology Centre, CEET, VSB—Technical University of Ostrava, 708 00 Ostrava, Czech Republic
ENET Centre, CEET, VSB—Technical University of Ostrava, 708 00 Ostrava, Czech Republic
Department of Biology and Ecology, Faculty of Science, University of Ostrava, 710 00 Ostrava, Czech Republic
Funding
Joint Institute for Nuclear Research · Vysoká Škola Bánská - Technická Univerzita Ostrava
References (100+)
Show source-provided references
1. World Health Organization (2016). Ambient Air Pollution: A Global Assessment of Exposure and Burden of Disease, World Health Organization.10.17159/2410-972X/2016/v26n2a4 ↗
2. Maynard, R., Krzyzanowski, M., Vilahur, N., and Héroux, M.-E. (2017). Evolution of WHO Air Quality Guidelines Past, Present and Future, Weltgesundheitsorganisation Regionalbüro für Europa.
3. (2020, April 14). Czech Hydrometeorological Institute CHMI-Tabular Survey, Air Pollution and Atmospheric Deposition in Data, the Czech Republic. Available online: https://www.chmi.cz/files/portal/docs/uoco/isko/tab_roc/2017_enh/index_GB.html.
4. European Environment Agency (2019). Air Quality in Europe: 2019 Report, European Environment Agency.
5. Hůnová, I. (2020). Ambient Air Quality in the Czech Republic: Past and Present. Atmosphere, 11.10.3390/atmos11020214 ↗
6. Hůnová, I. (2021). Ambient Air Quality in the Czech Republic. Atmosphere, 12.10.3390/atmos12060770 ↗
7. Ďurčanská, D. (2020). Riadenie Kvality Ovzdušia/Zarządzanie Jakością Powietrza, EDIS–vydavateľské centrum, Žilinská univerzita v Žiline. [1st ed.].
8. Ohara, T. (2019). Long-Range Transport and Deposition of Air Pollution. Encyclopedia of Environmental Health, Elsevier.10.1016/B978-0-12-409548-9.11352-1 ↗
9. European Council (2008). Directive 2008/50/EC of the European Parliament and of the Council of 21 May 2008 on Ambient Air Quality and Cleaner Air for Europe, European Council.
10. European Council (2010). Directive 2010/75/EU of the European Parliament and of the Council of 24 November 2010 on Industrial Emissions (Integrated Pollution Prevention and Control), European Council.
11. Commission of the European Union, Joint Research Centre, and Institute for Prospective Technological Studies (2013). Best Available Techniques (BAT) Reference Document for Iron and Steel Production: Industrial Emissions Directive 2010/75/EU: Integrated Pollution Prevention and Control, Publications Office.
12. Ghosh, A., and Chatterjee, A. (2010). Ironmaking and Steelmaking: Theory and Practice, PHI Learning. Eastern Economy Edition; 3. Print.
13. Regional Differences on CO2 Emission Efficiency in Metallurgical Industry of China10.1016/j.enpol.2018.05.050 ↗
14. Cholakov, G.S., and Nath, B. (2009). Pollution Control Technologies, Eolss Publishers Co. Ltd.
15. Tchounwou, P.B., Yedjou, C.G., Patlolla, A.K., and Sutton, D.J. (2012). Heavy Metal Toxicity and the Environment. Molecular, Clinical and Environmental Toxicology, Springer.10.1007/978-3-7643-8340-4_6 ↗
16. World Health Organization (2013). Review of Evidence on Health Aspects of Air Pollution–REVIHAAP Project Technical Report, World Health Organization.
17. Nejadkoorki, F. (2015). Health Effects of Metals in Particulate Matter. Current Air Quality Issues, InTech.10.5772/58743 ↗
18. Seigneur, C. (2019). Air Pollution: Concepts, Theory, and Applications, Cambridge University Press.10.1017/9781108674614 ↗
19. Elichegaray, C. (2008). La Pollution de l’air: Sources, Effets, Prévention, Dunod. Universciences. Sciences de la vie.
20. Impacts of Heavy Metal Emission on Air Quality and Ecosystems across Germany
21. Fine and Ultrafine Particles in the Vicinity of Industrial Activities: A Review10.1080/10643389.2015.1025636 ↗
22. An Approach to Characterization of Sources of Urban Airborne Particles through Heavy Metal Speciation10.1016/S1465-9972(00)00002-7 ↗
23. PM10 and Heavy Metal Measurements in an Industrial Area of Southern Italy10.1016/j.atmosres.2006.01.006 ↗
24. Kumar, V., Sharma, A., and Cerdà, A. (2021). 4-Monitoring and impact assessment approaches for heavy metals. Heavy Metals in the Environment, Elsevier.
25. Markert, B.A., Breure, A.M., and Zechmeister, H.G. (2003). Bioindicators & Biomonitors: Principles, Concepts, and Applications, Elsevier. Trace metals and other contaminants in the environment.
26. Frontasyeva, M., and Harmens, H. (2021, September 01). Monitoring of Atmospheric Deposition of Heavy Metals, Nitrogen and POPs in Europe Using Bryophytes: Monitoring Manual: Survey 2020. Available online: https://icpvegetation.ceh.ac.uk/sites/default/files/Moss%20protocol%20manual.pdf.
27. Harmens, H., Norris, D., and Mills, G. (2013). Convention on Long-range Transboundary Air Pollution. Working Group on Effects Heavy Metals and Nitrogen in Mosses: Spatial Patterns in 2010/2011 and Long-Term Temporal Trends in Europe, Centre for Ecology & Hydrology.
28. Twenty eight years of icp vegetation: An overview of its activities
29. Spatially Valid Data of Atmospheric Deposition of Heavy Metals and Nitrogen Derived by Moss Surveys for Pollution Risk Assessments of Ecosystems10.1007/s11356-016-6577-5 ↗
30. Frontasyeva, M., and Harmens, H. (2021, September 01). Monitoring of Atmospheric Deposition of Heavy Metals, Nitrogen and POPs in Europe Using Bryophytes: Survey 2015: Monitoring Manual. Available online: https://icpvegetation.ceh.ac.uk/sites/default/files/ICP%20Vegetation%20moss%20monitoring%20manual%202020.pdf.
31. Epithermal Neutron Activation Analysis of Mosses Used to Monitor Heavy Metal Deposition around an Iron Smelter Complex10.1039/an9952001437 ↗
32. Linkov, I., and Wilson, R. (1998). Heavy Metal Atmospheric Deposition around an Iron Smelter Complex Studied by the Moss Biomonitoring Technique. Air Pollution in the Ural Mountains: Environmental, Health and Policy Aspects, Springer.
33. Biomonitoring of Atmospheric Heavy Metal Deposition by Mosses in the Vicinity of Industrial Sites10.1007/s10874-004-1260-5 ↗
34. Mercury Distribution around the Spolana Chlor-Alkali Plant (Central Bohemia, Czech Republic) after a Catastrophic Flood, as Revealed by Bioindicators10.1016/j.envpol.2007.06.029 ↗
35. Biomonitoring of Metal Deposition in the Vicinity of Eregli Steel Plant in Turkey10.1080/15275920802122783 ↗
36. Bioindication of Trace Metals in Brachythecium Rutabulum Around a Copper Smelter in Legnica (Southwest Poland): Use of a New Form of Data Presentation in the Form of a Self-Organizing Feature Map10.1007/s00244-008-9249-8 ↗
37. Use of Native Mosses as Biomonitors of Heavy Metals and Nitrogen Deposition in the Surroundings of Two Steel Works10.1016/j.chemosphere.2009.12.028 ↗
38. Moss Biomonitoring of Air Pollution with Heavy Metals in the Vicinity of a Ferronickel Smelter Plant10.1080/10934529.2012.650587 ↗
39. Assessment of Atmospheric Metal Deposition by Moss Biomonitoring in a Region under the Influence of a Long Standing Active Aluminium Smelter10.1016/j.atmosenv.2018.12.022 ↗
40. Long-Term Moss Monitoring of Atmospheric Deposition near a Large Steelworks Reveals the Growing Importance of Local Non-Industrial Sources of Pollution10.1016/j.chemosphere.2019.05.058 ↗
41. European Committee for Standardization (2014). CSN EN 16414 Ambient Air-Biomonitoring with Mosses-Accumulation of Atmospheric Contaminants in Mosses Collected in Situ: From the Collection to the Preparation of Samples, European Committee for Standardization.
42. Heavy Metal Accumulation in Woodland Moss (Pleurozium Schreberi) in the Area Around a Chromium Opencast Mine at Kemi, and in the Area Around the Ferrochrome and Stainless Steel Works at Tornio, Northern Finland10.1080/03067310108044351 ↗
43. Moss Bioconcentration of Trace Elements around a FeSi Smelter: Modelling and Cellular Distribution10.1016/j.atmosenv.2004.04.023 ↗
44. Use of a Moss Biomonitoring Method to Compile Emission Inventories for Small-Scale Industries10.1016/j.jhazmat.2014.04.061 ↗
45. Moss Biomonitoring and Air Pollution Modelling on a Regional Scale: Delayed Reflection of Industrial Pollution in Moss in a Heavily Polluted Region?10.1007/s11356-020-09466-w ↗
46. Svozilík, V., Svozilíková Krakovská, A., Bitta, J., and Jančík, P. (2021). Comparison of the Air Pollution Mathematical Model of PM10 and Moss Biomonitoring Results in the Tritia Region. Atmosphere, 12.10.3390/atmos12060656 ↗
47. World Map of the Köppen-Geiger Climate Classification Updated10.1127/0941-2948/2006/0130 ↗
48. Český hydrometeorologický ústav (2007). Univerzita Palackého v Olomouci Atlas Podnebí Česka (Climate Atlas of Czechia), Univerzita Palackého v Olomouci.
49. Třinecké železárny, A.S. (2020). Annual Report 2019, Třinec Iron and Steel Works.
50. Czech Hydrometeorological Institute (2020, April 14). CHMI-Tabular Survey, Air Pollution and Atmospheric Deposition in Data, the Czech Republic. Available online: https://www.chmi.cz/files/portal/docs/uoco/isko/tab_roc/2019_enh/index_GB.html.
51. Czech Hydrometeorological Institute (2020, April 14). CHMI-Tabular Survey, Air Pollution and Atmospheric Deposition in Data, the Czech Republic. Available online: http://portal.chmi.cz/files/portal/docs/uoco/isko/tab_roc/2018_enh/index_GB.html.
52. (2021, September 01). Czech Hydrometeorological Institute Počasí: Denní Data dle Zákona 123/1998 Sb./Weather: Daily Data According to the Law No 123/1998 Co. (In Czech).
53. Czech Hydrometeorological Institute (2021, September 01). Informace o Kvalitě Ovzduší v ČR: Poskytování dat Podle Zákona č. 123/1998 Sb./Information on Air Quality in Czechia: Data Access According to the Law No 123/1998 Co. (In Czech).
54. Using Moss and Lichens in Biomonitoring of Heavy-Metal Contamination of Forest Areas in Southern and North-Eastern Poland10.1016/j.scitotenv.2018.01.211 ↗
55. Metal Accumulation in Mosses across National Boundaries: Uncovering and Ranking Causes of Spatial Variation10.1016/j.envpol.2007.06.025 ↗
56. A Critical Review of Protocols for Moss Biomonitoring of Atmospheric Deposition: Sampling and Sample Preparation10.1016/j.scitotenv.2015.02.050 ↗
57. Relevance of Canopy Drip for the Accumulation of Nitrogen in Moss Used as Biomonitors for Atmospheric Nitrogen Deposition in Europe10.1016/j.scitotenv.2015.07.069 ↗
58. Potential Environmental Factors That Influence the Nitrogen Concentration and Δ15N Values in the Moss Hypnum Cupressiforme Collected inside and Outside Canopy Drip Lines10.1016/j.envpol.2014.12.032 ↗
59. Frey, W., and Blockeel, T.L. (2006). The Liverworts, Mosses and Ferns of Europe, Harley Books. English Edition.10.1163/9789004475434 ↗
60. Moss Biomonitoring of Air Pollution with Chromium in Croatia10.1080/10934529.2013.744661 ↗
61. Biomonitoring of Air Pollution with Mercury in Croatia by Using Moss Species and CV-AAS10.1007/s10661-014-3704-y ↗
62. Brachythecium Rutabulum and Betula Pendula as Bioindicators of Heavy Metal Pollution around a Chlor-Alkali Plant in Poland10.1016/j.ecolind.2014.12.031 ↗
63. Brachythecium Rutabulum, A Neglected Medicinal Moss10.1007/s10745-017-9961-y ↗
64. Procedes de I’analyse Organique
65. R Core Team (2021, September 01). The R Project; The R Foundation. Available online: https://www.r-project.org.
66. van den Boogaart, K.G., Tolosana-Delgado, R., and Bren, M. (2020, June 09). Package ‘Compositions’ 2021. Available online: https://cran.r-project.org/web/packages/compositions/compositions.pdf.
67. Templ, M., Hron, K., Filzmoser, P., Facevicova, K., Kynclova, P., Walach, J., Pintar, V., Chen, J., Miksova, D., and Meindl, B. (2020, June 09). Package ‘RobCompositions’ 2020. Available online: https://cran.r-project.org/web/packages/robCompositions/robCompositions.pdf.
68. Pawlowsky-Glahn, V., and Buccianti, A. (2011). robCompositions: An R-package for Robust Statistical Analysis of Compositional Data. Compositional Data Analysis, John Wiley & Sons, Ltd.10.1002/9781119976462 ↗
69. Lê, S., Josse, J., and Husson, F. (2008). FactoMineR: An R Package for Multivariate Analysis. J. Stat. Soft., 25.10.18637/jss.v025.i01 ↗
70. Husson, F., Josse, J., Le, S., and Mazet, J. (2020, July 16). Package ‘FactoMineR’ 2020. Available online: http://www.jstatsoft.org/v25/i01/.
71. Wei, T., and Simko, V. (2020, June 09). Package ‘Corrplot’ 2021. Available online: https://cran.r-project.org/web/packages/corrplot/corrplot.pdf.
72. Carslaw, D., and Ropkins, K. (2020, July 17). Package ‘Openair’ 2020. Available online: https://cran.r-project.org/web/packages/openair/openair.pdf.
73. (2021, August 16). ESRI World Imagery-Overview. Available online: https://www.arcgis.com/home/item.html?id=10df2279f9684e4a9f6a7f08febac2a9.
74. (2021, August 16). ESRI World Topographic Map-Overview. Available online: https://www.arcgis.com/home/item.html?id=7dc6cea0b1764a1f9af2e679f642f0f5.
75. Principal Component Analysis with Missing Values: A Comparative Survey of Methods10.1007/s11258-014-0406-z ↗
76. Aitchison, J. (2003). The Statistical Analysis of Compositional Data, Blackburn Press.
77. Pawlowsky-Glahn, V., and Buccianti, A. (2011). Compositional Data Analysis: Theory and Applications, Wiley.10.1002/9781119976462 ↗
78. Multivariate Assessment of Atmospheric Deposition Studies in Bulgaria Based on Moss Biomonitors: Trends between the 2005/2006 and 2015/2016 Surveys10.1007/s11356-020-10005-w ↗
79. Heavy Metal (PTE) Ecotoxicology, Data Review: Traditional vs. a Compositional Approach10.1016/j.scitotenv.2021.145246 ↗
80. Country-Specific Correlations across Europe between Modelled Atmospheric Cadmium and Lead Deposition and Concentrations in Mosses10.1016/j.envpol.2012.02.013 ↗
81. Correlation between Atmospheric Deposition of Cd, Hg and Pb and Their Concentrations in Mosses Specified for Ecological Land Classes Covering Europe10.5094/APR.2013.029 ↗
82. Mapping Correlations between Nitrogen Concentrations in Atmospheric Deposition and Mosses for Natural Landscapes in Europe10.1016/j.ecolind.2013.09.013 ↗
83. Integrative Evaluation of Data Derived from Biomonitoring and Models Indicating Atmospheric Deposition of Heavy Metals10.1007/s11356-015-6006-1 ↗
84. Bubník, J., Keder, J., Macoun, J., and Maňák, J. (2014). SYMOS ’97: Systém modelování stacionárních zdrojů: Metodická příručka, Český hydrometeorologický ústav/Czech Hydrometeorological Institute. (In Czech).
85. Keder, J., Bubník, J., and Srněnský, R. (2002). Report of the project implementation in 2002: Design of Model Tools for Objective Assessment of the State and Development of Air Pollution in Accordance with the New Air Law and EU Directives (Zpráva za řešení dílčího projektu DP2 v roce 2002: Návrh modelových nástrojů pro objektivní hodnocení stavu a vývoje znečištění ovzduší v souladu s novým zákonem o ovzduší a směrnicemi EU), Czech Hydrometeorologic Institute. (In Czech).
86. Seibert, R., Nikolova, I., Volná, V., Krejčí, B., and Hladký, D. (2020). Air Pollution Sources’ Contribution to PM2.5 Concentration in the North-eastern Part of the Czech Republic. Atmosphere, 11.10.3390/atmos11050522 ↗
87. A Review of Land-Use Regression Models to Assess Spatial Variation of Outdoor Air Pollution10.1016/j.atmosenv.2008.05.057 ↗
88. Mobile Measurements and Regression Modeling of the Spatial Particulate Matter Variability in an Urban Area10.1016/j.scitotenv.2012.08.049 ↗
89. Univariate Statistical Analysis of Environmental (Compositional) Data: Problems and Possibilities10.1016/j.scitotenv.2009.08.008 ↗
90. A Quarter Century of Biomonitoring Atmospheric Pollution in the Czech Republic10.1007/s11356-015-5368-8 ↗
91. Quantification of the Overall Measurement Uncertainty Associated with the Passive Moss Biomonitoring Technique: Sample Collection and Processing10.1016/j.envpol.2017.01.084 ↗
92. Moss Species-Specific Accumulation of Atmospheric Deposition?10.1186/s12302-019-0262-5 ↗
93. Bio-Monitoring the Atmospheric Deposition of Elements and Their Compounds Using Moss Analysis in the Czech Republic. Results of the International Bio-Monitoring Programme UNECE ICP-Vegetation 2000. Part I: Elements Required for the Bio-Monitoring Programme
94. Sucharová, J., Suchara, I., and Holá, M. (2008). Výzkumný ústav Silva Taroucy pro krajinu a okrasné zahradnictví
95. Oddělení Biomonitoringu Contents of 37 Elements in Moss and Their Temporal and Spatial Trends in the Czech Republic during the Last 15 Years: Fourth Czech bio-monitoring survey pursued in the framework of the international programme UNECE ICP-Vegetation 2005/2006 = Obsah 37 prvků v mechu a časové a prostorové změny jeho hodnot v České republice během posledních 15 let: Čtvrtý český biomonitorovací průzkum prováděný v rámci mezinárodního programu OSN EHK ICP-Vegetace 2005/2006, Nová tiskárna Pelhřimov.
96. White, W.M. (2018). Lithophile Elements. Encyclopedia of Geochemistry, Springer International Publishing.10.1007/978-3-319-39312-4 ↗
97. White, W.M. (2018). Chalcophile Elements. Encyclopedia of Geochemistry, Springer International Publishing.10.1007/978-3-319-39312-4 ↗
98. Total Nitrogen Content and δ 15 N Signatures in Moss Tissue: Indicative Value for Nitrogen Deposition Patterns and Source Allocation on a Nationwide Scale10.1021/es801865d ↗
99. Are Terrestrial Mosses Good Biomonitors of Atmospheric Deposition of Mn?10.1016/j.atmosenv.2011.02.057 ↗
100. Comprehensive Chemical Characterization of Industrial PM2.5 from Steel Industry Activities10.1016/j.atmosenv.2016.12.032 ↗