Skip to main content
Log in

Multivariate analysis of heavy metals in surface sediments from lower reaches of the Xiangjiang River, southern China

  • Original Article
  • Published:
Environmental Earth Sciences Aims and scope Submit manuscript

Abstract

The concentrations of heavy metals (Cr, Mn, Co, Ni, Cu, Zn, Cd, and Pb) in 16 samples collected from the lower reach (Changsha–Xiangtan–Zhuzhou section) of the Xiangjiang River in southern China were determined by high-resolution inductively coupled plasma mass spectroscopy (HR-ICPMS). Multivariate analysis, such as principal component analysis and cluster analysis, coupled with correlation coefficient analysis, was used to analyze the analytical data and to identify possible pollution sources of heavy metals. The results showed that the eight studied heavy metals accumulated in the sediments from the lower Xiangjiang River, especially Mn, Cu, Zn, Pb and Cd, which were 2.0–2.6, 1.7–2.6, 3.5–3.8, 3.2–3.6 and 189.5–152.8 times the soil trace element background for Hunan Province and UCC background values, respectively. Principal component analysis and cluster analysis, coupled with correlation coefficient analysis, revealed that the sediments from lower Xiangjiang River were mainly influenced by two sources: Cr, Co, Ni, Cu, Zn, Cd and Pb mainly originated from industrial sources, whereas Mn was derived from both industrial and natural sources, but mainly from natural sources due to weathering and erosion.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Baughriet A, Proix N, Billion G, Recourt P, Quddane B (2007) Environmental impacts of heavy metal discharges from a smelter in Deule-canal sediments (Northern France): concentration levels and chemical fractionation. Water Air Soil Pollut 180:83–95

    Article  Google Scholar 

  • Chen YS, Wu FC, Lu HZ (2004) Analysis on the water quality changes in the Xiangjiang River from 1981 to 2000. Resources and Environment in the Yangtze Basin 13(5):508–512 (in Chinese)

    Google Scholar 

  • CNEMC (China National Environmental Monitoring Center), 1990. The Background Concentrations of Soil Elements in China. Beijing: China Environmental Science Press. (in Chinese)

  • Dassenakis MI, Kloukiniotou MA, Pavlidou AS (1996) The influence of long existing pollution on trace metal levels in a small tidal Mediterranean Bay. Mar Pollut Bull 32(3):275–282

    Article  Google Scholar 

  • Dong WJ, Zhang LC, Zhang S (1992) The research on the distribution and forms of heavy metals in the Xiangjiang River sediments. Chin Geogr Sci 2(1):42–55

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Filgueiras AV, Lavialla I, Bendicho C (2002) Chemical sequential extraction for metal partitioning in environmental solid samples. J Environ Monitor 4:823–857

    Article  Google Scholar 

  • Förstner U, Wittmann GTW (1979) Metal pollution in the aquatic environment. Springer, Berlin

    Book  Google Scholar 

  • Gibbs RJ (1977) Transport phases of transition metals in the Amazon and Yukon rivers. Geol Soc Am Bull 88:829–843

    Article  Google Scholar 

  • Han YM, Du PX, Cao JJ, Posmentier ES (2006) Multivariate analysis of heavy metal contamination in urban dusts of Xi’an, Central China. Sci Total Environ 355:176–186

    Article  Google Scholar 

  • Jain CK (2003) Metal fractionation study on bed sediments of River Yamuna, India. Wat Res 38:569–578

    Article  Google Scholar 

  • Jha SK, Chavan SB, Pandit GG, Sadasivan S (2003) Geochronology of Pb and Hg pollution in a coastal marine environment using global fallout 137Cs. J Environ Radioactiv 69:145–157

    Article  Google Scholar 

  • Jiang SY, Zhao HX, Chen YQ, Yang T, Yang JH, Ling HF (2007) Trace and rare earth element geochemistry of phosphate nodules from the lower Cambrian black shale sequence in the Mufu Mountain of Nanjing, Jiangsu province, China. Chem Geol 212:1–35

    Article  Google Scholar 

  • Klavins M, Briede A, Rodinov V, Kokorite I, Parele E, Klavina I (2000) Heavy metals in rivers of Latvia. Sci Total Environ 262(1–2):175–184

    Article  Google Scholar 

  • Huang K-M, Saulwood L (2003) Consequences and implication of heavy metal spatial variations in sediments of the Keelung River drainage basin, Taiwan. Chemosphere 53:1113–1121

    Article  Google Scholar 

  • Li JL, He M, Han W, Gu YF (2009) Analysis and assessment on heavy metal sources in the coastal soils developed from alluvial deposits using multivariate statistical methods. J Hazard Mater 164:976–981

    Article  Google Scholar 

  • Lu XW, Wang LJ, Li LY, Lei K, Huang L, Kang D (2010) Multivariate statistical analysis of heavy metals in street dust of Baoji, NW China. J Hazard Mater 173:744–749

    Article  Google Scholar 

  • Mao LJ, Fu Q, Mo DW, Hu K, Yang JH (2011) Contamination assessment of heavy metals in surface sediments of the Wuding River, northern China. J Radioanal Nucl Chem 290:409–414

    Article  Google Scholar 

  • Orkun I Davutluoglu, Galip Seckin, Cagatayhan B. Ersu, Turan Yilmaz, Bulent Sari (2011) Heavy metal content and distribution in surface sediments of the Seyhan River, Turkey. J Environ Manage 92(9):2250–2259

  • Pardo R, Barrado E, Perez L, Vega M (1990) Determination and speciation of heavy metals in sediments of Pits Bergs river. Water Res 24:373–379

    Article  Google Scholar 

  • Singh Kunwar P, Dinesh Mohan, Singh Vinod K, Amrita Malik (2005) Studies on distribution and fractionation of heavy metals in Gomti river sediments—a tributary of the Ganges, India. J Hydrol 312:14–27

    Article  Google Scholar 

  • Soares HMVM, Boaventura RAR, Machado AASC, Esteves da Silva JCG (1999) Sediments as monitors of heavy metal contamination in the Ave river basin (Portugal): multivariate analysis of data. Environ Pollut 105:311–323

    Article  Google Scholar 

  • Song YX, Ji JF, Yang ZF, Yuan XY, Mao CP, Frost Ray L, Ayoko Godwin A (2011) Geochemical behavior assessment and apportionment of heavy metal contaminants in the bottom sediments of lower reach of Changjiang River. Catena 85:73–81

    Article  Google Scholar 

  • Suthar S, Nema AK, Chabukdhara M, Gupta SK (2009) Assessment of metals in water and sediments of Hindon River, India: Impact of industrial and urban discharges. J Hazard Mater 171:1088–1095

    Article  Google Scholar 

  • Tahri M, Benyaich F, Bounakhla M, Bilal E, Gruffat JJ, Moutte J, Garcia D (2005) Multivariate analysis of heavy metal contents in soils. Sediments and water in the region of Meknes (central Morocco). Environ Monit Assess 102:405–417

    Article  Google Scholar 

  • Taylor SR, McLennan SM (1985) The continental crust: its composition and evolution. Blackwell, Oxford

    Google Scholar 

  • Tokalıoglu S, Kartal S (2006) Multivariate analysis of the data and speciation of heavy metals in street dust samples from the organized industrial district in Kayseri (Turkey). Atmos Environ 40:2797–2805

    Article  Google Scholar 

  • Xia P, Meng XW, Yin P, Cao ZM, Wang XQ (2011) Eighty-year sedimentary record of heavy metal inputs in the intertidal sediments from the Nanliu River estuary, Beibu Gulf of South China Sea. Environ Pollut 159:92–99

    Article  Google Scholar 

  • Zarazua G, Ávila-Pérez P, Tejeda S, Barcelo-Quintal I, Martínez T (2006) Analysis of total and dissolved heavy metals in surface water of a Mexican polluted river by total reflection X-ray fluorescence spectrometry. Spectrochimica Acta Part B 61:1180–1184

    Article  Google Scholar 

  • Zeng GM, Zhang C, Huang GH, Yu J, Wang Q, Li JB, Xi BD, Liu HL (2006) Adsorption behavior of bisphenol A on sediments in Xiangjiang River, Central-south China. Chemosphere 65:1490–1499

    Article  Google Scholar 

  • Zhang S, Dong WJ, Zhang LC, Chen XB (1989) Geochemical characteristics of heavy metals in the Xiangjiang River, China. Hydrobiologia 176(177):253–262

    Google Scholar 

  • Zhang Q, Li ZW, Zeng GM, Li JB, Fang Y, Yuan QS (2009) Assessment of surface water quality using multivariate statistical techniques in red soil hilly region: a case study of Xiangjiang watershed, China. Environ Monit Assess 152(1–4):123–131

    Article  Google Scholar 

  • Zheng YM, Chen TB, He JZ (2008) Multivariate geostatistical analysis of heavy metals in topsoils from Beijing, China. J Soils Sediment 8:51–58

    Article  Google Scholar 

Download references

Acknowledgments

The authors sincerely thank the anonymous reviewers and the editor for their thorough reviews and constructive suggestions which significantly improved the manuscript. This study was supported by the National Natural Science Foundation of China (No: 40901012, 41271228) and National Science and Technology Support Program of China (No: 2010BAK67B02) and the crucial special project: National Water Pollution Control and Management Science (2009ZX07104-004).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Longjiang Mao.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Mao, L., Mo, D., Guo, Y. et al. Multivariate analysis of heavy metals in surface sediments from lower reaches of the Xiangjiang River, southern China. Environ Earth Sci 69, 765–771 (2013). https://doi.org/10.1007/s12665-012-1959-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12665-012-1959-6

Keywords

Navigation