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Statistical apportionment and risk assessment of selected metals in sediments from Rawal Lake (Pakistan)

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Abstract

The present study was carried out in order to evaluate the statistical apportionment and risk assessment of selected metals (Ca, Cd, Co, Cr, Cu, Fe, K, Li, Mg, Mn, Na, Pb, Sr, and Zn) in freshly deposited sediments in Rawal Lake, Pakistan. Composite sediment samples were collected, oven-dried, grounded, homogenized, and processed to assess the water-soluble and acid extractable concentrations of the metals in the water extract and acid extract of the sediments using flame atomic absorption spectrophotometer. Statistical methods were used to identify the possible sources of the metals. Sediment quality guidelines and potential acute toxicity were used to evaluate the ecotoxicological sense of selected metals. Non-carcinogenic health risk assessment was also carried out to determine the potential adverse health risks to the inhabitants. Relatively higher concentration was noted for Ca, Fe, Mg, Na, K, Mn, and Sr in the sediment samples. Principal component analysis and cluster analysis revealed anthropogenic contributions of Cd, Pb, Cr, Mn, Fe, and Li in the sediments. Enrichment factors of the metals in sediments showed severe to moderate enrichment of Cd, Pb, Ca, Fe, Li, Mn, and Sr. Geoaccumulation indices and contamination factors evidenced significant contamination by Cd and Pb, although, on the whole, low degree of contamination was noted. The levels of some metals exceeded the sediment quality guidelines, which revealed frequently adverse biological effects to the dwelling biota in the aquatic ecosystem. The sediments were found to be significantly contaminated by Cd, Pb, Cr, Mn, Fe, and Li.

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References

  • Abrahim, G. M. S., & Parker, R. J. (2008). Assessment of heavy metal enrichment factors and the degree of contamination in marine sediments from Tamaki estuary, Auckland, New Zealand. Environmental Monitoring and Assessment, 136, 227–238.

    Article  CAS  Google Scholar 

  • Aloupi, M., & Angelidis, M. O. (2001). Geochemistry of natural and anthropogenic metals in the coastal sediments of the island of Lesvos, Aegean Sea. Environmental Pollution, 113, 211–219.

    Article  CAS  Google Scholar 

  • An, Y., & Kampbell, D. H. (2003). Total, dissolved, and bioavailable metals at Lake Texoma marinas. Environmental Pollution, 122, 253–259.

    Article  CAS  Google Scholar 

  • Birch, G. (2003). A scheme for assessing human impacts on coastal aquatic environments using sediments. In: C. D. Woodcoffe, & R. A. Furness (eds.) Coastal GIS, Wollongong University Papers in Center for Maritime Policy, 14, Australia. Available at (http://www.ozestuaries.org/indicators/DEF_sediment_scheme.html).

  • Boruvka, L., Vacek, O., & Jehlicka, J. (2005). Principal component analysis as a tool to indicate the origin of potentially toxic elements in soils. Geoderma, 128, 289–300.

    Article  CAS  Google Scholar 

  • Caeiro, S., Costa, M. N., Ramos, T. B., Fernandes, F., & Silveira, N. (2005). Assessing heavy metal contamination in Sado Estuary sediment: An index analysis approach. Ecological Indicators, 5, 151–169.

    Article  CAS  Google Scholar 

  • Chen, C. W., Kao, C. M., Chen, C. F., & Dong, C. D. (2007). Distribution and accumulation of heavy metals in sediments of Kaoshiung Harbor, Taiwan. Chemosphere, 66, 1431–1440.

    Article  CAS  Google Scholar 

  • De Miguel, E., Iribarren, I., Chacon, E., Ordonez, A., & Charlesworth, S. (2007). Risk-based evaluation of the exposure of children to trace elements in playgrounds in Madrid (Spain). Chemosphere, 66, 505–513.

    Article  Google Scholar 

  • Duan, L., Song, J., Xu, Y., Li, X., & Zhang, Y. (2010). The distribution, enrichment and source of potential harmful elements in surface sediments of Bohai Bay, North China. Journal of Hazardous Material, 183, 155–164.

    Article  CAS  Google Scholar 

  • Everit, B. S. (1993). Cluster analysis. London: Heineman.

    Google Scholar 

  • Facchinelli, A., Sacchi, E., & Mallen, L. (2001). Multivariate statistical and GIS-based approach to identify heavy metal sources in soils. Environmental Pollution, 114, 313–324.

    Article  CAS  Google Scholar 

  • Figueroa, D. A., Jimenez, B. D., & Rodriguez-Sierra, C. J. (2006). Trace metals in sediments of two estuarine lagoons from Puerto Rico. Environmental Pollution, 141, 336–342.

    Article  Google Scholar 

  • Filipsson, M., Lindstrom, M., Peltola, P., & Oberg, T. (2009). Exposure to contaminated sediments during recreational activities at a public bathing place. Journal of Hazardous Material, 171, 200–207.

    Article  CAS  Google Scholar 

  • Graney, J. R., & Eriksen, T. M. (2004). Metals in pond sediments as archives of anthropogenic activities: A study in response to health concerns. Applied Geochemistry, 19, 1177–1188.

    Article  CAS  Google Scholar 

  • Hakanson, L. (1980). An ecological risk index for aquatic pollution control: A sedimentological approach. Water Research, 14, 975–1001.

    Article  Google Scholar 

  • Iqbal, J., & Shah, M. H. (2011). Distribution, correlation and risk assessment of selected metals in urban soils from Islamabad, Pakistan. Journal of Hazardous Material, 192, 887–898.

    Article  CAS  Google Scholar 

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

    Google Scholar 

  • Kaushik, A., Kansal, A., Meena, S., Kumari, S., & Kaushik, C. P. (2009). Heavy metal contamination of river Yamuna, Haryana, India: Assessment by metal enrichment factor of the sediments. Journal of Hazardous Material, 164, 265–270.

    Article  CAS  Google Scholar 

  • Li, S., & Zhang, Q. (2010). Spatial characterization of dissolved trace elements and heavy metals in the upper Han River (China) using multivariate statistical techniques. Journal of Hazardous Material, 176, 579–588.

    Article  CAS  Google Scholar 

  • Long, E. R., & MacDonald, D. D. (1998). Recommended uses of empirically derived, sediment quality guidelines for marine and estuarine ecosystems. Human and Ecological Risk Assessment, 4, 1019–1039.

    Article  Google Scholar 

  • Loska, K., Wiechula, D., & Korus, I. (2004). Metal contamination of farming soils affected by industry. Environment International, 30, 159–165.

    Article  CAS  Google Scholar 

  • MacDonald, D. D., Ingersoll, C. G., & Berger, T. A. (2000). Development and evaluation of consensus-based sediment quality guidelines for freshwater ecosystems. Archives of Environmental Contamination and Toxicology, 39, 20–31.

    Article  CAS  Google Scholar 

  • Manta, D. S., Angelone, M., Bellanca, A., Neri, R., & Sprovieri, M. (2002). Heavy metals in urban soils: A case study from the city of Palermo (Sicily), Italy. Science of the Total Environment, 300, 229–243.

    Article  CAS  Google Scholar 

  • Muller, G. (1969). Index of geoaccumulation in sediments of the Rhine River. Journal of Geology, 2, 108–118.

    Google Scholar 

  • National Physical Laboratory (2005). Kaye and Laby tables of physical & chemical constants, section 3.1.3, Abundances of the elements. Available at (http://www.kayelaby.npl.co.uk/chemistry/3_1/3_1_3.html).

  • NRC. (1989). Recommended dietary allowances (10th ed.). Washington, DC: National Research Council.

    Google Scholar 

  • Pardo, R., Barrado, E., Perez, L., & Vega, M. (1990). Determination and speciation of heavy metal in sediments of the Pisuerga river. Water Research, 24, 373–379.

    Article  CAS  Google Scholar 

  • Pedersen, F., Sjobrnestad, E., Andersen, H. V., Kjolholt, J., & Poll, C. (1998). Characterization of sediments from Copenhagen harbour by use of biotests. Water Science and Technology, 37, 233–240.

    Article  CAS  Google Scholar 

  • Pekey, H., Karakas, D., Ayberk, S., Tolun, L., & Bakoglu, M. (2004). Ecological risk assessment using trace elements from surface sediments of Izmit Bay (Northeastern Marnara Sea) Turkey. Marine Pollution Bulletin, 48, 946–953.

    Article  CAS  Google Scholar 

  • Perin, G., Bonardi, M., Fabris, R., Simoncini, B., Manente, S., Tosi, L., & Scotto, S. (1997). Heavy metal pollution in central Venice lagoon bottom sediments: Evaluation of the metal bioavailability by geochemical speciation procedure. Environmental Technology, 18, 593–604.

    Article  CAS  Google Scholar 

  • Pertsemli, E., & Voutsa, D. (2007). Distribution of heavy metals in Lakes Doirani and Kerkini, Northern Greece. Journal of Hazardous Material, 148, 529–537.

    Article  CAS  Google Scholar 

  • Radojevic, M., & Bashkin, V. N. (1999). Practical environmental analysis. UK: The Royal Society of Chemistry.

    Google Scholar 

  • Rodrigues, S. M., Henriques, B., Coimbra, J., da Silva, E. F., Pereira, M. E., & Duarte, A. C. (2010). Water-soluble fraction of mercury, arsenic and other potentially toxic elements in highly contaminated sediments and soils. Chemosphere, 78, 1301–1312.

    Article  CAS  Google Scholar 

  • Rovira, J., Mari, M., Schuhmacher, M., Nadal, M., & Domingo, J. L. (2011). Monitoring environmental pollutants in the vicinity of a cement plant: A temporal study. Archives of Environmental Contamination and Toxicology, 60, 372–384.

    Article  CAS  Google Scholar 

  • Sakai, H., Kojima, Y., & Saito, K. (1986). Distribution of heavy metals in water and sieved sediments in the Toyohira river. Water Research, 20, 559–567.

    Article  CAS  Google Scholar 

  • Stafilov, T., Sajn, R., Pancevski, Z., Boev, B., Frontasyeva, M. V., & Strelkova, L. P. (2010). Heavy metal contamination of topsoils around a lead and zinc smelter in the Republic of Macedonia. Journal of Hazardous Material, 175, 896–914.

    Article  CAS  Google Scholar 

  • StatSoft (1999). STATISTICA for Windows, computer programme manual. Tulsa, OK.

  • Suthar, S., Nema, A. K., Chabukdhara, M., & Gupta, S. K. (2009). Assessment of metals in water and sediments of Hindon River, India: Impact of industrial and urban discharges. Journal of Hazardous Material, 171, 1088–1095.

    Article  CAS  Google Scholar 

  • Tariq, S. R., Shah, M. H., Shaheen, N., Khalique, A., Manzoor, S., & Jaffar, M. (2006). Multivariate analysis of trace metal levels in tannery effluents in relation to soil and water: A case study from Peshawar, Pakistan. Journal of Environmental Management, 79, 20–29.

    Article  CAS  Google Scholar 

  • Thompson, P. A., Kurias, J., & Mihok, S. (2005). Derivation and use of sediment quality guidelines for ecological risk assessment of metals and radionuclides released to the environment from uranium mining and milling activities in Canada. Environmental Monitoring and Assessment, 110, 71–85.

    Article  CAS  Google Scholar 

  • Upadhyay, A. K., Gupta, K. K., Sircar, J. K., Deb, M. K., & Mundhara, G. L. (2006). Heavy metals in freshly deposited sediments of the river Subernarekha, India: An example of lithogenic and anthropogenic effects. Environmental Geology, 50, 397–403.

    Article  CAS  Google Scholar 

  • USDoE (US Department of Energy) (2005). RAIS: Risk Assessment Information System. Available at (http://risk.lsd.ornl.gov/rap_hp.shtml).

  • USEPA (1989). Risk assessment guidance for Superfund, volume 1, human health evaluation manual (part A). Report EPA/540/1-89/002. US Environmental Protection Agency, Washington, DC.

  • USEPA (2004). Risk assessment guidance for Superfund, volume 1, human health evaluation manual (part E, Supplemental Guidance for Dermal Risk Assessment). Report EPA/540/R/99/005. US Environmental Protection Agency, Washington, DC.

  • USEPA. (2007). Microwave assisted acid digestion of sediments, sludges, soils, and oils, Method 3051A. Washington, DC: Office of Solid Waste and Emergency Response, US Government Printing Office.

    Google Scholar 

  • USEPA (2011). Risk-based concentration table. Available at (http://www.epa.gov/reg3hwmd/risk/human/index.htm).

  • Valdes, J., Vargas, G., Sifeddine, A., Ortlieb, L., & Guinez, M. (2005). Distribution and enrichment evaluation of heavy metals in Mejillones Bay (23°S), Northern Chile: Geochemical and statistical approach. Marine Pollution Bulletin, 50, 1558–1568.

    Article  CAS  Google Scholar 

  • Wang, X., Shan, X., Zhang, S., & Wen, B. (2004). A model for evaluation of the phytoavailability of trace elements to vegetables under the field conditions. Chemosphere, 55, 811–822.

    Article  CAS  Google Scholar 

  • Wang, X. S., Qin, Y., & Sang, S. X. (2005). Accumulation and sources of heavy metals in urban topsoils: A case study from the city of Xuzhou, China. Environmental Geology, 48, 101–107.

    Article  CAS  Google Scholar 

  • Wenning, R., Batley, G., Ingersoll, C., & Moore, D. (Eds.). (2005). Use of sediment quality guidelines and related tools for the assessment of contaminated sediments. USA: SETAC press.

    Google Scholar 

  • WHO. (2008). Guidelines for drinking-water quality. Recommendations incorporating 1 st and 2 nd addenda, volume 1 (3rd ed.). Geneva: World Health Organization.

    Google Scholar 

  • Yalcin, M. G., Narin, I., & Soylak, M. (2007). Heavy metal contents of the Karasu Creek Sediments, Nigde, Turkey. Environmental Monitoring and Assessment, 128, 351–357.

    Article  CAS  Google Scholar 

  • Zhou, J., Ma, D., Pan, J., Nie, W., & Wu, K. (2008). Application of multivariate statistical approach to identify heavy metal sources in sediment and waters: A case study in Yangzhong, China. Environmental Geology, 54, 373–380.

    Article  CAS  Google Scholar 

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Acknowledgments

The research fellowship awarded by Quaid-i-Azam University, Islamabad, to carry out this project is thankfully acknowledged. We are also grateful to the administration of Rawal Lake, Islamabad, for their cooperation and help during the sampling campaign.

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  1. Department of Chemistry, Quaid-i-Azam University, Islamabad, 45320, Pakistan

    Javed Iqbal, Syed A. Tirmizi & Munir H. Shah

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  1. Javed Iqbal
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  2. Syed A. Tirmizi
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  3. Munir H. Shah
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Correspondence to Munir H. Shah.

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Iqbal, J., Tirmizi, S.A. & Shah, M.H. Statistical apportionment and risk assessment of selected metals in sediments from Rawal Lake (Pakistan). Environ Monit Assess 185, 729–743 (2013). https://doi.org/10.1007/s10661-012-2588-y

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