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Assessment of trace elements in urban topsoils of Rawalpindi-Pakistan: a principal component analysis approach

  • Muhammad Tahir Shehzad
  • Ghulam Murtaza
  • Muhammad Shafeeque
  • Muhammad Sabir
  • Haq Nawaz
  • Muhammad Jamal Khan
Article
  • 41 Downloads

Abstract

Assessment of trace elements is inevitable to reduce stress on environment due to urbanization and industrialization. Rawalpindi, the fourth largest city of Pakistan, rapidly moving towards industrialization and has a large number of automobiles. In the present study, the urban area of Rawalpindi was divided into five parts: Gawal Mandi, Pir Wadhai, Soan Adda, Chah Sultan, and Central Ordinance Depot (COD), to determine distribution of trace elements. Soil samples were collected from 5 to 20 cm depth. After drying and sieving, samples were digested using di-acid (HNO3 and HClO4 at 2:1). Concentrations of heavy metals were determined using atomic absorption spectrophotometer (AAS). Principal component analysis (PCA) was performed to reduce multidimensional space of variables and samples. Observed mean concentrations of Cd, Co, Cr, Cu, Mn, Ni, Pb, and Zn were 164, 33.4, 295, 336, 634, 236, 1572, and 546 mg kg−1, respectively. Mean concentrations of all the heavy metals in urban area soil were higher than the WHO permissible limits. Correlation coefficient analysis showed positive correlation among Cd, Co, Cu, Ni, and Pb, whereas no obvious correlation for Cr and Mn was found with any other heavy metal. Zn was positively correlated with Co, Ni, and Mn, whereas negative correlation was found with Cr. Results showed that Pir Wadhai and COD were the most and least contaminated parts of the city, respectively, and this is attributed to the presence and absence of heavy traffic loads and industrial effluents.

Graphical abstract

Keywords

Heavy metal Principal component analysis Di-acid digestion Correlation coefficient analysis 

Notes

Acknowledgments

We would like to thank the Institute of Soil and Environmental Sciences, University of Agriculture Faisalabad, Pakistan, for providing technical support and Department of Environmental Sciences, Pir Mehar Ali Shah-Arid Agriculture University, Rawalpindi, for providing us the research facilities. We wish to thank the people of study area for their cooperation at the time of sampling.

References

  1. Adachi, K., & Tainosho, Y. (2004). Characterization of heavy metal particles embedded in tire dust. Environment International, 30(8), 1009–1017.CrossRefGoogle Scholar
  2. Aini, I. N., Ezrin, M., & Aimrun, W. (2014). Relationship between soil apparent electrical conductivity and pH value of Jawa series in oil palm plantation. Agriculture and Agricultural Science Procedia, 2, 199–206.CrossRefGoogle Scholar
  3. Al-Khashman, O. A., & Shawabkeh, R. A. (2006). Metals distribution in soils around the cement factory in southern Jordan. Environmental Pollution, 140(3), 387–394.CrossRefGoogle Scholar
  4. Al-Khlaifat, A. L., & Al-Khashman, O. A. (2007). Atmospheric heavy metal pollution in Aqaba city, Jordan, using Phoenix dactylifera L. leaves. Atmospheric Environment, 41(39), 8891–8897.CrossRefGoogle Scholar
  5. Angelova, V., Ivanova, R., Delibaltova, V., & Ivanov, K. (2004). Bio-accumulation and distribution of heavy metals in fibre crops (flax, cotton and hemp). Industrial Crops and Products, 19(3), 197–205.CrossRefGoogle Scholar
  6. Arslan, H. (2001). Heavy metals in street dust in Bursa, Turkey. Journal of Trace and Microprobe Techniques, 19(3), 439–445.CrossRefGoogle Scholar
  7. Babu, N. C., Asma, K., Raghupathi, A., Venba, R., Ramesh, R., & Sadulla, S. (2005). Screening of leather auxiliaries for their role in toxic hexavalent chromium formation in leather—posing potential health hazards to the users. Journal of Cleaner Production, 13(12), 1189–1195.CrossRefGoogle Scholar
  8. Bakirdere, S., & Yaman, M. (2008). Determination of lead, cadmium and copper in roadside soil and plants in Elazig, Turkey. Environmental monitoring and assessment, 136(1–3), 401–410.Google Scholar
  9. Blok, J. (2005). Environmental exposure of road borders to zinc. Science of the Total Environment, 348(1), 173–190.CrossRefGoogle Scholar
  10. Boekhold, A., Temminghoff, E., & Zee, S. (1993). Influence of electrolyte composition and pH on cadmium sorption by an acid sandy soil. Journal of Soil Science, 44(1), 85–96.CrossRefGoogle Scholar
  11. Bolan, N. S., & Duraisamy, V. (2003). Role of inorganic and organic soil amendments on immobilisation and phytoavailability of heavy metals: a review involving specific case studies. Soil Research, 41(3), 533–555.CrossRefGoogle Scholar
  12. Cempel, M., & Nikel, G. (2006). Nickel: a review of its sources and environmental toxicology. Polish Journal of Environmental Studies, 15(3), 375–382.Google Scholar
  13. Chen, X., Lu, X., & Yang, G. (2012). Sources identification of heavy metals in urban topsoil from inside the Xi’an Second Ringroad, NW China using multivariate statistical methods. Catena, 98, 73–78.CrossRefGoogle Scholar
  14. Dellavalle, N. (1992). Determination of specific conductance in supernatant 1: 2 soil: water solution. Handbook on reference methods for soil analysis, Dellavallem, NB (Ed.). Soil and Plant Analysis Council. Inc., Athens, GA, 44–50.Google Scholar
  15. Duzgoren-Aydin, N., Li, X., & Wong, S. (2004). Lead contamination and isotope signatures in the urban environment of Hong Kong. Environment International, 30(2), 209–217.CrossRefGoogle Scholar
  16. Edwards, J., Wood, C., Thurlow, D., & Ruf, M. (1992). Tillage and crop rotation effects on fertility status of a Hapludult soil. Soil Science Society of America Journal, 56(5), 1577–1582.CrossRefGoogle Scholar
  17. Esmaeili, A., Moore, F., Keshavarzi, B., Jaafarzadeh, N., & Kermani, M. (2014). A geochemical survey of heavy metals in agricultural and background soils of the Isfahan industrial zone, Iran. Catena, 121, 88–98.CrossRefGoogle Scholar
  18. Ezekiel, A. K., Samuel, A. O., Sunday, A. S., & Irenosen, O. G. (2013). Determination of heavy metals in soil samples of selected sawmills in Ekiti State, Nigeria. Journal of Scientific Research and Reports, 2(2), 513–521.CrossRefGoogle Scholar
  19. Fendorf, S. E. (1995). Surface reactions of chromium in soils and waters. Geoderma, 67(1), 55–71.CrossRefGoogle Scholar
  20. García-Valcárcel, A., Molero, E., Escorial, M., Chueca, M., & Tadeo, J. (2014). Uptake of perfluorinated compounds by plants grown in nutrient solution. Science of the Total Environment, 472, 20–26.CrossRefGoogle Scholar
  21. Gillman, G., & Sumpter, E. (1986). Modification to the compulsive exchange method for measuring exchange characteristics of soils. Soil Research, 24(1), 61–66.CrossRefGoogle Scholar
  22. Hou, D., He, J., Lü, C., Ren, L., Fan, Q., Wang, J., & Xie, Z. (2013). Distribution characteristics and potential ecological risk assessment of heavy metals (Cu, Pb, Zn, Cd) in water and sediments from Lake Dalinouer, China. Ecotoxicology and Environmental Safety, 93, 135–144.CrossRefGoogle Scholar
  23. Karim, Z., Qureshi, B. A., Mumtaz, M., & Qureshi, S. (2014). Heavy metal content in urban soils as an indicator of anthropogenic and natural influences on landscape of Karachi—a multivariate spatio-temporal analysis. Ecological Indicators, 42, 20–31.CrossRefGoogle Scholar
  24. Kelly, J., Thornton, I., & Simpson, P. (1996). Urban geochemistry: a study of the influence of anthropogenic activity on the heavy metal content of soils in traditionally industrial and non-industrial areas of Britain. Applied Geochemistry, 11(1), 363–370.CrossRefGoogle Scholar
  25. Khan, F., Khan, M. J., Samad, A., Noor, Y., Rashid, M., & Jan, B. (2015). In-situ stabilization of heavy metals in agriculture soils irrigated with untreated wastewater. Journal of Geochemical Exploration, 159, 1–7.CrossRefGoogle Scholar
  26. Khan, S., Cao, Q., Zheng, Y., Huang, Y., & Zhu, Y. (2008). Health risks of heavy metals in contaminated soils and food crops irrigated with wastewater in Beijing, China. Environmental Pollution, 152(3), 686–692.CrossRefGoogle Scholar
  27. Khan, S., Khan, M., & Rehman, S. (2011). Lead and cadmium contamination of different roadside soils and plants in Peshawar City, Pakistan. Pedosphere, 21(3), 351–357.CrossRefGoogle Scholar
  28. Lee, C. S.-l., Li, X., Shi, W., Cheung, S. C.-n., & Thornton, I. (2006). Metal contamination in urban, suburban, and country park soils of Hong Kong: a study based on GIS and multivariate statistics. Science of the Total Environment, 356(1), 45–61.CrossRefGoogle Scholar
  29. Lee, C. S., Li, X.-D., Zhang, G., Li, J., Ding, A.-J., & Wang, T. (2007). Heavy metals and Pb isotopic composition of aerosols in urban and suburban areas of Hong Kong and Guangzhou, South China—evidence of the long-range transport of air contaminants. Atmospheric Environment, 41(2), 432–447.CrossRefGoogle Scholar
  30. Li, X., Lee, S.-l., Wong, S.-c., Shi, W., & Thornton, I. (2004). The study of metal contamination in urban soils of Hong Kong using a GIS-based approach. Environmental Pollution, 129(1), 113–124.CrossRefGoogle Scholar
  31. Li, X., Poon, C.-s., & Liu, P. S. (2001). Heavy metal contamination of urban soils and street dusts in Hong Kong. Applied Geochemistry, 16(11), 1361–1368.CrossRefGoogle Scholar
  32. Majestic, B. J., Schauer, J. J., & Shafer, M. M. (2007). Development of a manganese speciation method for atmospheric aerosols in biologically and environmentally relevant fluids. Aerosol Science and Technology, 41(10), 925–933.CrossRefGoogle Scholar
  33. 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(1), 229–243.CrossRefGoogle Scholar
  34. Mielke, H., Gonzales, C., Smith, M., & Mielke, P. (1999). The urban environment and children’s health: soils as an integrator of lead, zinc, and cadmium in New Orleans, Louisiana, USA. Environmental Research, 81(2), 117–129.CrossRefGoogle Scholar
  35. Mintz, E., & Baier, K. (2000). A simple system for water purification in developing countries. Centre for Disease Control and Prevention Bulletin.Google Scholar
  36. Monterroso, C., Rodríguez, F., Chaves, R., Diez, J., Becerra-Castro, C., Kidd, P., et al. (2014). Heavy metal distribution in mine-soils and plants growing in a Pb/Zn-mining area in NW Spain. Applied Geochemistry, 44, 3–11.CrossRefGoogle Scholar
  37. Moretto, A. (2015). Hexavalent and trivalent chromium in leather: what should be done? Regulatory Toxicology and Pharmacology, 73(2), 681–686.CrossRefGoogle Scholar
  38. Morse, N., Walter, M. T., Osmond, D., & Hunt, W. (2016). Roadside soils show low plant available zinc and copper concentrations. Environmental Pollution, 209, 30–37.CrossRefGoogle Scholar
  39. Morton-Bermea, O., Hernández-Álvarez, E., González-Hernández, G., Romero, F., Lozano, R., & Beramendi-Orosco, L. (2009). Assessment of heavy metal pollution in urban topsoils from the metropolitan area of Mexico City. Journal of Geochemical Exploration, 101(3), 218–224.CrossRefGoogle Scholar
  40. Murtaza, G., Ghafoor, A., Qadir, M., Owens, G., Aziz, M., & Zia, M. (2010). Disposal and use of sewage on agricultural lands in Pakistan: a review. Pedosphere, 20(1), 23–34.CrossRefGoogle Scholar
  41. Naja, G. M., & Volesky, B. (2009). Toxicity and sources of Pb, Cd, Hg, Cr, As, and radionuclides in the environment. Heavy metals in the environment, 13–61.Google Scholar
  42. Nazeer, S., Hashmi, M. Z., & Malik, R. N. (2014). Heavy metals distribution, risk assessment and water quality characterization by water quality index of the River Soan, Pakistan. Ecological Indicators, 43, 262–270.CrossRefGoogle Scholar
  43. Nelson, D. W., & Sommers, L. E. (1996). Total carbon, organic carbon, and organic matter. Methods of soil analysis part 3—chemical methods (methodsofsoilan3), 961–1010.Google Scholar
  44. Papa, S., Bartoli, G., Pellegrino, A., & Fioretto, A. (2010). Microbial activities and trace element contents in an urban soil. Environmental Monitoring and Assessment, 165(1–4), 193–203.CrossRefGoogle Scholar
  45. Qafoku, N. P., Dresel, P. E., McKinley, J. P., Liu, C., Heald, S. M., Ainsworth, C. C., Phillips, J. L., & Fruchter, J. S. (2009). Pathways of aqueous Cr (VI) attenuation in a slightly alkaline oxic subsurface. Environmental Science & Technology, 43(4), 1071–1077.CrossRefGoogle Scholar
  46. van der Gon, H. D., & Appelman, W. (2009). Lead emissions from road transport in Europe: a revision of current estimates using various estimation methodologies. Science of the Total Environment, 407(20), 5367–5372.CrossRefGoogle Scholar
  47. von Schneidemesser, E., Stone, E. A., Quraishi, T. A., Shafer, M. M., & Schauer, J. J. (2010). Toxic metals in the atmosphere in Lahore, Pakistan. Science of the Total Environment, 408(7), 1640–1648.CrossRefGoogle Scholar
  48. Wei, B., & Yang, L. (2010). A review of heavy metal contaminations in urban soils, urban road dusts and agricultural soils from China. Microchemical Journal, 94(2), 99–107.CrossRefGoogle Scholar
  49. Wu, Q., Tam, N. F., Leung, J. Y., Zhou, X., Fu, J., Yao, B., et al. (2014). Ecological risk and pollution history of heavy metals in Nansha mangrove, South China. Ecotoxicology and Environmental Safety, 104, 143–151.CrossRefGoogle Scholar
  50. Xia, X., Chen, X., Liu, R., & Liu, H. (2011). Heavy metals in urban soils with various types of land use in Beijing, China. Journal of Hazardous Materials, 186(2), 2043–2050.CrossRefGoogle Scholar
  51. Xu, X., Zhao, Y., Zhao, X., Wang, Y., & Deng, W. (2014). Sources of heavy metal pollution in agricultural soils of a rapidly industrializing area in the Yangtze Delta of China. Ecotoxicology and Environmental Safety, 108, 161–167.CrossRefGoogle Scholar
  52. Yang, Z., Lu, W., Long, Y., Bao, X., & Yang, Q. (2011). Assessment of heavy metals contamination in urban topsoil from Changchun City, China. Journal of Geochemical Exploration, 108(1), 27–38.CrossRefGoogle Scholar
  53. Zhang, C., Qiao, Q., Piper, J. D., & Huang, B. (2011). Assessment of heavy metal pollution from a Fe-smelting plant in urban river sediments using environmental magnetic and geochemical methods. Environmental Pollution, 159(10), 3057–3070.CrossRefGoogle Scholar

Copyright information

© Springer Nature Switzerland AG 2019

Authors and Affiliations

  1. 1.Global Center for Environmental RemediationThe University of NewcastleCallaghanAustralia
  2. 2.Institute of Soil and Environmental SciencesUniversity of Agriculture FaisalabadFaisalabadPakistan
  3. 3.Institute of Geographical Sciences and Natural Resources ResearchUniversity of Chinese Academy of SciencesBeijingChina
  4. 4.Faculty of Veterinary and Agricultural SciencesThe University of MelbourneMelbourneAustralia

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