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Analysis of mosses and topsoils for detecting sources of heavy metal pollution: multivariate and enrichment factor analysis

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Abstract

In order to assess the contribution of emission sources to the pollution of areas remote from industrial facilities, a combined approach of enrichment factor analysis and multivariate statistics was used for detecting the origin of heavy metal pollution in the Zlatibor ecosystem, in Serbia. Samples of moss (Pleurozium schreberi, Hylocomium splendens, Scleropodium purum, Hypnum cupressiforme and Thuidum delicatulum) and of topsoil (0–5 cm) were collected in 2005. The concentrations of seven heavy metals (Cd, Cr, Cu, Mn, Ni, Pb and Zn) were determined in moss and soil samples by atomic absorption spectrometry. The results obtained by enrichment factor analysis and two multivariate statistical methods, principal component analysis and cluster analysis, enabled discrimination of the lithologic and anthropogenic sources of heavy metals in the mosses. Enrichment factors, calculated to evaluate the contribution to the metal content in moss from anthropogenic sources, revealed pollution of the investigated area by Cd and Pb, originating from long-range transport and fossil fuel burning.

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References

  • Berg, T., & Steinnes, E. (1997). Recent trends in atmospheric deposition of trace elements in Norway as evident from the 1995 moss survey. The Science of the Total Environment, 208, 197–206. doi:10.1016/S0048-9697(97)00253-2.

    Article  CAS  Google Scholar 

  • Berg, T., Røyset, O., & Steinnes, E. (1995a). Moss (Hylocomium splendens) used as a biomonitor of atmospheric trace element deposition: Estimation of uptake efficiencies. Atmospheric Environment, 29, 353–360. doi:10.1016/1352-2310(94)00259-N.

    Article  CAS  Google Scholar 

  • Berg, T., Røyset, O., Steinnes, E., & Vadset, M. (1995b). Atmospheric trace element deposition: principal component analysis of ICP-MS data from moss samples. Environmental Pollution, 88, 67–77. doi:10.1016/0269-7491(95)91049-Q.

    Article  CAS  Google Scholar 

  • Brereton, R. G. (2003). Data analysis for the laboratory and chemical plant. West Sussex: Wiley.

    Google Scholar 

  • Chiarenzelli, J., Aspler, L., Dunn, C., Cousens, B., Ozarko, D., & Powis, K. (2001). Multi-element and rare earth element composition of lichens, mosses and vascular plants from the Central Barrenlands, Nunavut, Canada. Applied Geochemistry, 16, 245–270. doi:10.1016/S0883-2927(00)00027-5.

    Article  CAS  Google Scholar 

  • Dimitrijević, M. (1995). Geology of Yugoslavia. Belgrade: Geoinstitute.

    Google Scholar 

  • Dragović, S., Nedić, O., Stanković, S., & Bačić, G. (2004). Radiocesium accumulation in mosses from highlands of Serbia and Montenegro. Journal of Environmental Radioactivity, 77, 381–388. doi:10.1016/j.jenvrad.2004.04.007.

    Article  Google Scholar 

  • Dragović, S., Onjia, A., Dragović, R., & Bačić, G. (2007). Implementation of neural networks for classification of moss and lichen samples on the basis of gamma-ray spectrometric analysis. Environmental Monitoring and Assessment, 130, 245–253. doi:10.1007/s10661-006-9393-4.

    Article  Google Scholar 

  • Faus-Kessler, T., Dietl, C., Tritschler, J., & Peichl, L. (2001). Correlation patterns of metals in the epiphytic moss Hypnum cupressiforme in Bavaria. Atmospheric Environment, 35, 427–439. doi:10.1016/S1352-2310(00)00119-9.

    Article  CAS  Google Scholar 

  • Fernández, J. A., & Carballeira, A. (2001). A comparison of indigenous mosses and topsoils for use in monitoring atmospheric heavy metal deposition in Galicia (northwest Spain). Environmental Pollution, 114, 431–441. doi:10.1016/S0269-7491(00)00229-3.

    Article  Google Scholar 

  • Fernández, J. A., Aboal, J. R., Real, C., & Carballeira, A. (2007). A new moss biomonitoring method for detecting sources of small scale pollution. Atmospheric Environment, 41, 2098–2110. doi:10.1016/j.atmosenv.2006.10.072.

    Article  Google Scholar 

  • Figueira, R., Sérgio, C., & Sousa, A. J. (2002). Distribution of trace metals in moss biomonitors and assessment of contamination sources in Portugal. Environmental Pollution, 118, 153–163. doi:10.1016/S0269-7491(01)00203-2.

    Article  CAS  Google Scholar 

  • Frontasyeva, M. V., Galinskaya, T. Y., Krmar, M., Matavulj, M., Pavlov, S. S., Povtoreyko, E. A. et al. (2004). Atmospheric deposition of heavy metals in northern Serbia and Bosnia-Herzegovina studied by the moss biomonitoring, neutron activation analysis and GIS technology. Journal of Radioanalytical and Nuclear Chemistry, 259, 141–147. doi:10.1023/B:JRNC.0000015819.67830.60.

    Article  CAS  Google Scholar 

  • Gjengedal, E., & Steinnes, E. (1990). Uptake of metal ions in moss from artificial precipitation. Environmental Monitoring and Assessment, 14, 77–87. doi:10.1007/BF00394359.

    Article  CAS  Google Scholar 

  • Gombert, S., Rausch de Traubenberg, C., Losno, R., Leblond, S., Colin, J. L., & Cossa, D. (2004). Biomonitoring of element deposition using mosses in the 2000 French Survey: Identifying sources and spatial trends. Journal of Atmospheric Chemistry, 49, 479–502. doi:10.1007/s10874-004-1261-4.

    Article  CAS  Google Scholar 

  • Gramatica, P., Battaini, F., Gianti, E., Papa, E., Jones, R., Preatoni, D., et al. (2006). Analysis of mosses and soils for quantifying heavy metal concentrations in Sicily: A multivariate and spatial analytical approach. Environmental Science and Pollution Research, 13, 28–36. doi:10.1065/espr2006.01.006.

    Article  CAS  Google Scholar 

  • Holoubek, I., Kořinek, P., Šeda, Z., Schneiderová, E., Holoubková, I., Třiska, J., et al. (2000). The use of mosses and pine needles to detect persistent organic pollutants at local and regional scales. Environmental Pollution, 109, 283–292. doi:10.1016/S0269-7491(99)00260-2.

    Article  CAS  Google Scholar 

  • ISO 11047 (1998). Soil quality - Determination of cadmium, chromium, cobalt, copper, lead, manganese, nickel and zinc - Flame and electrothermal atomic absorption spectrometric methods. Geneva: International Standard Organization.

    Google Scholar 

  • Joliffe, I. T. (1986). Principal component analysis. New York: Springer.

    Google Scholar 

  • Jovanovic, S., Carrot, F., Deschamps, C., Deschamps, N., & Vukotic, P. (1995). A study of the air pollution in the surroundings of an aluminium smelter, using epiphytic and lithophytic lichens. Journal of Trace and Microprobe Techniques, 13, 463–471.

    CAS  Google Scholar 

  • Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and Physiological Measurement, 20, 141–151.

    Article  Google Scholar 

  • Krommer, V., Zechmeister, H. G., Roder, I., Scharf, S., & Hanus-Illnar, A. (2007). Monitoring atmospheric pollutants in the biosphere Wienerwald by a combined approach of biomonitoring methods and technical meausrements. Chemosphere, 67, 1956–1966. doi:10.1016/j.chemosphere.2006.11.060.

    Article  CAS  Google Scholar 

  • Kuik, P., & Wolterbeck, H. T. (1995). Factor analysis of atmospheric trace-element deposition data in the Netherlands obtained by moss monitoring. Water, Air, and Soil Pollution, 84, 323–346. doi:10.1007/BF00475347.

    Article  CAS  Google Scholar 

  • Lead, W. A., Steinnes, E., & Jones, K. C. (1996). Atmospheric deposition of PCBs to moss (Hylocomium splendens) in Norway between 1977 and 1990. Environmental Science & Technology, 30, 524–530. doi:10.1021/es950275s.

    Article  CAS  Google Scholar 

  • Lucaciu, A., Timofte, L., Culicov, O., Frontasyeva, M. V., Oprea, C., Cucu-Man, S., et al. (2004). Atmospheric deposition of trace elements in Romania studied by the moss biomonitoring technique. Journal of Atmospheric Chemistry, 49, 533–548. doi:10.1007/s10874-004-1264-1.

    Article  CAS  Google Scholar 

  • Massart, D. L., & Kaufman, L. (1983). The interpretation of analytical chemical data by the use of cluster analysis. New York: Wiley.

    Google Scholar 

  • Nifontova, M. (1995). Radionuclides in the moss/lichen cover of tundra communities in the Yamal Peninsula. The Science of the Total Environment, 160–161, 749–752. doi:10.1016/0048-9697(95)04408-S.

    Google Scholar 

  • Nimis, P. L., Fumagalli, F., Bizzotto, A., Codogno, M., & Skert, N. (2002). Bryophytes as indicators of trace elements pollution in the River Brenta (NE Italy). The Science of the Total Environment, 286, 233–242. doi:10.1016/S0048-9697(01)00979-2.

    Article  CAS  Google Scholar 

  • Økland, T., Økland, R. H., & Steinnes, E. (1999). Element concentrations in the boreal forest moss Hylocomium splendens: Variation related to gradients in vegetation and local environmental factors. Plant and Soil, 209, 71–83. doi:q10.1023/A:1004524017264.

    Article  Google Scholar 

  • Onianwa, P. C., Ajayi, S. O., Osibanjo, O. & Egunyomi, A. (1986). Sorption and retention of Pb, Cu and Cd ions in three species of mosses used for air pollution studies in Nigeria. Environmental Pollution, 11(Series B), 231–238.

    CAS  Google Scholar 

  • Ötvös, E., Koźak, I. O., Fekete, J., Sharma, V. K., & Tuba, Z. (2004). Atmospheric deposition of polycyclic aromatic hydrocarbons (PAHs) in mosses (Hypnum cupressiforme) in Hungary. The Science of the Total Environment, 330, 89–99. doi:10.1016/j.scitotenv.2004.02.019.

    Article  Google Scholar 

  • Ötvös, E., Pázmándi, T., & Tuba, Z. (2003). First national survey of atmospheric heavy metal deposition in Hungary by the analysis of mosses. The Science of the Total Environment, 309, 151–160. doi:10.1016/S0048-9697(02)00681-2.

    Article  Google Scholar 

  • Pesch, R., & Schroeder, W. (2006). Mosses as bioindicators for metal accumulation: statistical aggregation of measurement data to exposure indices. Ecological Indicators, 6, 137–152. doi:10.1016/j.ecolind.2005.08.018.

    Article  CAS  Google Scholar 

  • Puxbaum, H. (1991). Metal compounds in the atmosphere. In E. Merian (Ed.), Metals and their Compounds in the Environment. Occurrence, Analysis and Biological Relevance (pp. 176–257). Weinheim: VCH.

    Google Scholar 

  • Rusu, A. M., Jones, G. C., Chimonides, P. D. J., & Purvis, O. W. (2006). Biomonitoring using the lichen Hypogymnia physodes and bark samples near Zlatna, Romania immediately following closure of a copper ore-processing plant. Environmental Pollution, 143, 81–88. doi:10.1016/j.envpol.2005.11.002.

    Article  CAS  Google Scholar 

  • Rühling, A., & Tyler, G. (1970). Sorption and retention of heavy metals in the woodland moss Hylocomium splendens (Hedw.) Br. et Sch. Oikos, 21, 92–97. doi:10.2307/3543844.

    Article  Google Scholar 

  • Schaug, J., Rambaek, J., Steinnes, E., & Henry, R. C. (1990). Multivariate analysis of trace element data from moss samples used to monitor atmospheric deposition. Atmospheric Environment, 24A, 2625–2631.

    CAS  Google Scholar 

  • Shparyk, Y. S., & Parpan, V. I. (2004). Heavy metal pollution and forest health in the Ukrainian Carpathians. Environmental Pollution, 130, 55–63. doi:10.1016/j.envpol.2003.10.030.

    Article  CAS  Google Scholar 

  • SPSS 10.0 for Windows (1999). SPSS Inc., Chicago, United States. http://www.spss.com/.

  • Steinnes, E. (1995). A critical evaluation of the use of naturally growing moss to monitor the deposition of atmospheric metals. The Science of the Total Environment, 160–161, 243–249. doi:10.1016/0048-9697(95)04360-D.

    Google Scholar 

  • Tsakovski, S., Simeonov, V., Sawidis, T., Zachariadis, G., & Stratis, J. (1999). Chemometrical classification of biomonitoring analytical data for heavy metals. Part II. Mosses as bioindicators. Toxicological and Environmental Chemistry, 69, 287–294.

    Article  CAS  Google Scholar 

  • Tyler, G. (1990). Bryophytes and heavy metals: A literature review. Botanical Journal of the Linnean Society, 104, 231–253. doi:10.1111/j.1095-8339.1990.tb02220.x.

    Article  Google Scholar 

  • UNECE (2003). Heavy metals in European mosses: 2000/2001 survey, UNECE ICP Vegetation. Bangor: Centre for Ecology and Hydrology.

    Google Scholar 

  • Zechmeister, H. G., Grodziñska, K., & Szarek-čukaszewska, G. (2003). Bryophytes. In B. A. Markert, A. M. Breure, H. G. Zechmeister (Eds.), Bioindicators and Biomonitors (pp. 329–375). Amsterdam: Elsevier.

    Chapter  Google Scholar 

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  1. Department of Radioecology, Institute for Application of Nuclear Energy—INEP, Banatska 31b, 11080, Belgrade, Serbia

    S. Dragović & N. Mihailović

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  1. S. Dragović
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  2. N. Mihailović
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Correspondence to S. Dragović.

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Dragović, S., Mihailović, N. Analysis of mosses and topsoils for detecting sources of heavy metal pollution: multivariate and enrichment factor analysis. Environ Monit Assess 157, 383–390 (2009). https://doi.org/10.1007/s10661-008-0543-8

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  • DOI: https://doi.org/10.1007/s10661-008-0543-8

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