Skip to main content
Log in

Spatial distribution and source apportionment of metals in sediments of Meriç-Ergene Basin, Turkey

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

Abstract

The present study is aimed to detect and evaluate metal accumulation in the sediments of Meriç-Ergene Basin, which is an industry-intensive area in Turkey. Ten metals and Total Organic Carbon (TOC) concentrations were determined in sediment samples collected from forty-one different sampling points selected considering the pollutant source types and the flow direction from the upstream towards the downstream in July and December 2020 representing the dry and wet periods. Concentrations measured were evaluated in terms of pollution levels, relationship with each other and source distribution using risk indexes and various statistical techniques. According to the findings, TOC and metal concentrations in sediments taken from regions where industrial activities are concentrated were significantly higher. The values measured in these areas especially for chromium, copper and zinc were 8–11 times more of the reference regions. The index calculations showed that the pollution level at industry-intensive areas were enriched by cadmium, chromium, copper, lead, zinc and these particular regions had higher ecological risk than the agricultural areas and the reference site. Hierarchical Cluster Analysis (HCA) was performed to statistically categorize the sampling points and three common spatial distributions were obtained. Principal Component Analysis (PCA) was used to identify common sources of metals, and correspondingly, two common source groups were identified. Accordingly, there appeared a similar pattern and dense pollution in the sediments of the industrialized areas, and more than half of the metal load was found to be due to industrial activities and to the still active unsanitary landfills.

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.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

Availability of data and material

All data generated or analyzed during this study are included in this published article and its supplementary information files.

Code availability

Code availability is not applicable to this article as no codes were generated during the current study.

References

  • Ali MM, Ali ML, Islam S, Rahman Z (2016) Preliminary assessment of heavy metals in water and sediment of Karnaphuli River, Bangladesh. Environ Nanotechnol Monit Manag 5:27–35

    Google Scholar 

  • Alyazichi YM, Jones BG, McLean E, Pease J, Brown H (2017) Geochemical assessment of trace element pollution in surface sediments from the Georges River, Southern Sydney, Australia. Arch Environ Contam Toxicol 72:247–259

    Article  Google Scholar 

  • Anghel A, Deak G, Ionescu P, Cimpoeru C, Ciobotaru I, Marcu E, Uritescu B, Luminaroiu L, Petculescu B, Radu VM, Badea G (2019) Danube river basin waters on romanian territory: chemical status assessment based on priority substances data analysis. Rev Chim 70(9):3292–3298

    Article  Google Scholar 

  • Bhardwaj V, Kumar P, Singhal G (2014) Toxicity of heavy metals pollutants in textile mills effluents. Int J Eng Res 5(7):664

    Google Scholar 

  • Bhuyan S, Abu Bakar M, Rashed-Un-Nabi M, Senapathi V, Chung SY, Islam S (2019) Monitoring and assessment of heavy metal contamination in surface water and sediment of the Old Brahmaputra River, Bangladesh. Appl Water Sci 9:125

    Article  Google Scholar 

  • Chai LY, Li H, Yang ZH, Min X, Liao Q, Liu Y, Men S, Yan Y, Xu J (2017) Heavy metals and metalloids in the surface sediments of the Xiangjiang River, Hunan, China: distribution, contamination, and ecological risk assessment. Environ Sci Pollut Control Ser 24:874–885

    Article  Google Scholar 

  • Chakraborty P, Mukhopadhyay M, Sampath S, Ramaswamy B, Katsoyiannis A, Cincinelli A, Snow D (2019) Organic Micropollutants in the surface riverine sediment along the Lower Stretch of the transboundary River Ganga: occurrences, sources and ecological risk assessment. Environ Pollut 249:1071–1080

    Article  Google Scholar 

  • Chakraborty JN (2011). Handbook of Textile and Industrial Dyeing, Volume 1 in Woodhead Publishing Series in Textiles, 446–465

  • Chen R, Zhang Q, Chen H, Yue W, Teng Y (2021) Source apportionment of heavy metals in sediments and soils in an interconnected river-soil system based on a composite fingerprint screening approach. J Hazard Mater 411:125125

    Article  Google Scholar 

  • Choi KY, Kim SH, Hong GH, Chon HT (2012) Distributions of heavy metals in the sediments of South Korean harbors. Environ Geochem Health 34:71–82

    Article  Google Scholar 

  • Dash S, Borah S, Kalamdhad A (2021) Heavy metal pollution and potential ecological risk assessment for surficial sediments of Deepor Beel, India. Ecol Indic 122:107265

    Article  Google Scholar 

  • Davutluoglu OI, Seckin G, Ersu CB, Yilmaz T, Sari B (2011) Heavy metal content and distribution in surface sediments of the Seyhan River, Turkey. J Environ Manage 92:2250–2259

    Article  Google Scholar 

  • Diaz-de Alba M, Galindo-Riaño MD, Casanueva-Marenco MJ, García-Vargas M, Kosore CM (2011) Assessment of the metal pollution, potential toxicity and speciation of sediment from Algeciras Bay (South of Spain) using chemometric tools. J Hazard Mater 190:177–187

    Article  Google Scholar 

  • Drozdova J, Raclavska H, Raclavsky K, Skrobankova H (2018) Heavy metals in domestic wastewater with respect to urban population in Ostrava, Czach Republic. Water Environ J 33(1):77–85

    Article  Google Scholar 

  • Duodu GO, Goonetilleke A, Ayoko GA (2016) Comparison of pollution indices for the assessment of heavy metal in Brisbane River sediment. Environ Pollut 219:1077–1091

    Article  Google Scholar 

  • El-Hassanin AS, Samaka MR, Abdel-Rahman GN, Abu-Sree YH, Saleh EM (2020) Risk assessment of human exposure to lead and cadmium in maize grains cultivated in soils irrigated either with low-quality water or freshwater. Toxicol Rep 7:10–15

    Article  Google Scholar 

  • Fang X, Peng B, Wang X, Song Z, Zhou D, Wang Q, Qin Z, Tan C (2019) Distribution, contamination and source identification of heavy metals in bed sediments from the lower reaches of the Xiangjiang River in Hunan Province, China. Sci Total Environ 689:557–570

    Article  Google Scholar 

  • Filho F, Marins RV, Santos DV, Junio RFP, Menezes JMC, Costa da Gastão FG, Guzzi A, Teixeira RNP (2021) Assessment of heavy metals in sediments of the Parnaíba River Delta in the semi-arid coast of Brazil. Environ Earth Sci 80(167):1–17

    Google Scholar 

  • Gunes EH, Gunes Y, Talinli I (2008) Toxicity evaluation of industrial and land base sources in a river basin. Desalination 226(1–3):348–356

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Halimoon N, Yin RGS (2010) Removal of heavy metals from textile wastewater using zeolite. Environ Asia 3:124–130

    Google Scholar 

  • Hanedar A (2015) Assessment of airborne heavy metal pollution in soil and lichen in the Meric Ergene Basin Turkey. Environ Technol 36(20):2588–2602

    Article  Google Scholar 

  • Harikumar PS, Prajitha K, Silpa S (2010) Assessment of heavy metal contamination in the sediments of a river draining into a ramsar site in the Indian Subcontinent. J Adv Lab Res Biol 1(2):120–129

    Google Scholar 

  • Islam MS, Ahmed MK, Habibullah-Al-Mamun M, Hoque MF (2015) Preliminary assessment of heavy metal contamination in surface sediments from a river in Bangladesh. Environ Earth Sci 73:1837–1848

    Article  Google Scholar 

  • Islam MS, Hossain MB, Matin A, Sarker MSI (2018) Assessment of heavy metal pollution, distribution and source apportionment in the sediment from Feni River Estuary, Bangladesh. Chemosphere 202:25–32

    Article  Google Scholar 

  • Kulbat E, Sokołowska A (2019) Methods of assessment of metal contamination in bottom sediments (Case study: Straszyn Lake, Poland). Arch Environ Contam Toxicol 77:605–618

    Article  Google Scholar 

  • Li S, Li J, Zhang Q (2011) Water quality assessment in the rivers along the water conveyance system of the Middle Route of the South to North Water Transfer Project (China) using multivariate statistical techniques and receptor modeling. J Hazard Mater 195:306–317

    Article  Google Scholar 

  • Li M, Zhang Q, Sun X, Karki K, Zeng C, Pandey A, Rawat B, Zhang F (2020) Heavy metals in surface sediments in the Trans-Himalayan Koshi River Catchment: distribution, source identification and pollution assessment. Chemosphere 244:125410

    Article  Google Scholar 

  • Liao J, Chen J, Ru X, Chen J, Wu H, Wei C (2017) Heavy metals in river surface sediments affected with multiple pollution sources, south china: distribution, enrichment and source apportionment. J Geochem Explor 176:9–19

    Article  Google Scholar 

  • Liu Y, Huang H, Sun T, Yuan Y, Pan Y, Xie Y, Fan Z, Wang X (2018) Comprehensive risk assessment and source apportionment of heavy metal contamination in the surface sediment of the Yangtze River Anqing section. China Environ Earth Sci 77:493

    Article  Google Scholar 

  • Liu Y, Zhang J, Tang Y, He Y, Li Y, You J, Breider F, Tao S, Liu W (2021) Effects of anthropogenic discharge and hydraulic deposition on the distribution and accumulation of microplastics in surface sediments of a typical Seagoing River: the Haihe River. J Hazard Mater 404(B):124180

    Article  Google Scholar 

  • Lundy L, Alves L, Revitt M, Wildeboer D (2017) Metal water-sediment interactions and impacts on an urban ecosystem. Int J Environ Res Public Health 14(7):722

    Article  Google Scholar 

  • Ma X, Zuo H, Tian M, Zhang L, Meng J, Zhou X, Min N, Chang X, Liu Y (2016) Assessment of heavy metals contamination in sediments from three adjacent regions of the Yellow River using metal chemical fractions and multivariate analysis techniques. Chemosphere 144:164–272

    Article  Google Scholar 

  • Malvandi H (2017) Preliminary evaluation of heavy metal contamination in the Zarrin-Gol River sediments. Iran Mar Pollut Bull 117:547–553

    Article  Google Scholar 

  • Meglen RR (1992) Examining large databases: a chemometric approach using principal component analysis. Mar Chem 39:217–237

    Article  Google Scholar 

  • MERBMP-Meriç Ergene River Basin Management Plan (2018) Technical assistance for transforming basin protection action plans into river basin management plans, TR2011/0327.21-05-01-001, Republic of Turkey, Ministry of Agricultural and Forestry, Directorate General of Water Management, Ankara-Turkey

  • Müller G (1969) Index of geoaccumulation in sediments of the Rhine River. Geo J 2:108–118

    Google Scholar 

  • Ouyang Y, Higman J, Thompson J, O’Toole T, Campbell D (2002) Characterization and spatial distribution of heavy metals in sediment from Cedar and Ortega rivers subbasin. J Contam Hydrol 54:19–35

    Article  Google Scholar 

  • Ouyang Y, Zhang JE, Ou LT (2006) Temporal and spatial distributions of sediment TOC in an estuary river. J Environ Qual 35:93–100

    Article  Google Scholar 

  • Rosado D, Usero J, Morillo J (2016) Assessment of heavy metals bioavailability and toxicity toward Vibrio fischeri in sediment of the Huelva estuary. Chemosphere 153:10–17

    Article  Google Scholar 

  • Rzętała MA (2016) Cadmium contamination of sediments in the water reservoirs in Silesian Upland (Southern Poland). J Soil Sediment 16:2458–2470

    Article  Google Scholar 

  • Sakan SM, Dordevic DS, Manojlovic DD, Predrag PS (2009) Assessment of heavy metal pollutants accumulation in the Tisza river sediments. J Environ Manage 90:3382–3390

    Article  Google Scholar 

  • Shahradnia H, Chamani A, Zamanpoore M, Jalalizand A (2021) Heavy metal pollution in surface sediments of Ghareh-Aghaj River, one of the longest perennial rivers in Iran. Environ Earth Sci 80:91

    Article  Google Scholar 

  • Silliman JE, Schelske CL (2003) Saturated hydrocarbons in the sediments of Lake Apopka, Florida. Org Geochem 34:253–260

    Article  Google Scholar 

  • Singh M, Müller G, Singh IB (2003) Geogenic distribution and baseline concentration of heavy metals in sediments of the Ganges River, India. J Geochem Explor 80:1–17

    Article  Google Scholar 

  • Song YX, Ji JF, Yang ZF, Yuan XY, Mao CP, Frost RL, Ayokod GA (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 

  • Suresh G, Ramasamy V, Meenakshisundaram V, Venkatachalapathy R, Ponnusamy V (2011) Influence of mineralogical and heavy metal composition on natural radionuclide concentrations in the river sediments. Appl Radiat Isotopes 69:1466–1474

    Article  Google Scholar 

  • Tian K, Wu Q, Liu P, Hu W, Huang B, Shi B, Zhou Y, Kwon BO, Choi K, Ryu J, Khim JS, Wang T (2020) Ecological risk assessment of heavy metals in sediments and water from the coastal areas of the Bohai Sea and the Yellow Sea. Environ Int 136:105512

    Article  Google Scholar 

  • Tomlinson DL, Wilson JG, Harris CR, Jeffrey DW (1980) Problems in the assessment of heavy-metal levels in estuaries and the formation of a pollution index. Helgoländer Meeresun 33:566

    Article  Google Scholar 

  • TSI (2021) Turkish Statistical Institute, https://www.tuik.gov.tr/, Accessed: 8 April 2021

  • US EPA (2007) Method 3051A (SW-846): Microwave Assisted Acid Digestion of Sediments, Sludges, and Oils. Revision 1. Washington, DC

  • Varol M (2011) Assessment of heavy metal contamination in sediments of the Tigris River (Turkey) using pollution indices and multivariate statistical techniques. J Hazard Mater 195:355–364

    Article  Google Scholar 

  • Vega M, Pardo R, Barrado E, Deban L (1998) Assessment of seasonal and polluting effects on the quality of river water by exploratory data analysis. Water Res 32:3581–3592

    Article  Google Scholar 

  • Vystavna Y, Huneau F, Schafer J, Motelica-Heino M, Blanc G, Larrose A, Vergeles Y, Diadin D, Coustumer PL (2012) Distribution of trace elements in waters and sediments of the Seversky Donets Transboundary Watershed (Kharkiv Region, Eastern Ukraine). Appl Geochem 27(10):2077–2087

    Article  Google Scholar 

  • Wang J, Liu G, Liu H, Lam PKS (2017) Multivariate statistical evaluation of dissolved trace elements and a water quality assessment in the middle reaches of Huaihe River, Anhui, China. Sci Total Environ 583:421–431

    Article  Google Scholar 

  • Wang X, Fu R, Li H, Zhang Y, Lu M, Xiao K, Zhang X, Zheng C, Xiong Y (2020) Heavy metal contamination in surface sediments: a comprehensive, large-scale evaluation for the Bohai Sea, China. Environ Pollut 260:113986

    Article  Google Scholar 

  • Xiao H, Shahab A, Li J, Xi B, Sun X, He H, Yu G (2019) Distribution, ecological risk assessment and source identification of heavy metals in surface sediments of Huixian karst wetland. China. Ecotoxicol Environ Saf 185:109700

    Article  Google Scholar 

  • Xiao H, Shahab A, Xi B, Chang Q, You S, Li J, Sun X, Huang H, Li X (2021) Heavy metal pollution, ecological risk, spatial distribution, and source identification in sediments of the Lijiang River China. Environ Pollut 269(15):116189

    Article  Google Scholar 

  • Yang HJ, Jeong HJ, Bong KM, Jin DR, Kang TW, Ryu HS, Han JH, Yang WJ, Jung H, Hwang SH, Na FH (2020) Organic matter and heavy metal in river sediments of southwestern coastal Korea: spatial distributions, pollution, and ecological risk assessment. Mar Pollut Bull 159:111466

    Article  Google Scholar 

  • Yang H, Wang F, Yu J, Huang K, Zhang H, Fu Z (2021) An improved weighted index for the assessment of heavy metal pollution in soils in Zhejiang, China. Environ Res 192:110246

    Article  Google Scholar 

  • Yarahmadi SS, Ansari MR (2018) Ecological risk assessment of heavy metals (Zn, Cr, Pb, As and Cu) in sediments of Dohezar River, North of Iran, Tonekabon City. Acta Ecol Sin 38:126–134

    Article  Google Scholar 

  • Zhang G, Bai J, Xiao R, Zhao Q, Jia J, Cui B, Liu X (2017) Heavy metal fractions and ecological risk assessment in sediments from urban, rural and reclamation affected rivers of the Pearl River Estuary, China. Chemosphere 184:278–288

    Article  Google Scholar 

  • Zhang Y, Liu S, Cheng F, Coxixo A, Hou X, Shen Z, Chen L (2018) Spatial distribution of metals and associated risks in surface sediments along a typical urban river gradient in the Beijing Region. Arch Environ Contam Toxicol 74:80–91

    Article  Google Scholar 

  • Zhao D, Wan S, Yu Z, Huang J (2015) Distribution, enrichment and sources of heavy metals in surface sediments of Hainan Island Rivers, China. Environ Earth Sci 74:5097–5110

    Article  Google Scholar 

Download references

Acknowledgements

This study was supported by TUBITAK (Scientific and Technological Research Council of Turkey) under Project No. 119Y028. We would like to thank TUBITAK for their support.

Funding

This study was supported by TUBITAK (Scientific and Technological Research Council of Turkey) under Grant Project No. 119Y028. All of the sampling and laboratory analyzes within the scope of the study were carried out with the support provided by TUBİTAK.

Author information

Authors and Affiliations

Authors

Contributions

AH: Conceptualization, Methodology, Data Evaluation, Writing-Original draft preparation. EG: Sampling and laboratory studies, Data Evaluation, Writing- Reviewing and Editing. YG: Methodology, Data Evaluation, Writing- Reviewing and Editing. AT: Methodology, Data Evaluation, Writing- Reviewing and Editing. HK: Sampling and laboratory studies, Data Evaluation. BEÖ: Visualization, Data Evaluation. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Asude Hanedar.

Ethics declarations

Conflict of interest

There are no conflicts of interest to disclose. The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Ethical approval

We declare that our study do not require ethical approval.

Consent to participate

Not applicable.

Consent for publication

Not applicable.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 273 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Hanedar, A., Güneş, E., Güneş, Y. et al. Spatial distribution and source apportionment of metals in sediments of Meriç-Ergene Basin, Turkey. Environ Earth Sci 80, 622 (2021). https://doi.org/10.1007/s12665-021-09913-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s12665-021-09913-y

Keywords

Navigation