Skip to main content
Log in

Spatiotemporal variations, health risk assessment, and sources of potentially toxic elements in potamic water of the Anday Stream Basin (Türkiye), Black Sea Region

  • Research
  • Published:
Environmental Monitoring and Assessment Aims and scope Submit manuscript

Abstract

Monitoring and protecting freshwater habitats are paramount for a sustainable water management perspective. This study investigated potentially toxic elements (PTEs) in the potamic water of the Anday Stream Basin (Türkiye), Black Sea Region, for a hydrological year (from May 2020 to April 2021). Among PTEs, the highest average values were recorded for sodium (Na) at 41.3 mg/L and the lowest for mercury (Hg) at 0.009 μg/L and noted under quality guidelines. The stream was found to be at the level of “Low Heavy Metal Pollution” and “Low Contamination” based on the ecotoxicological risk indices. The highest calculated hazard quotient (HQ) value of 1.21E-02 for Cd was noted in the children via the dermal pathway and the lowest of 6.91E-06 for Fe in adults via the ingestion pathway. Results revealed a higher hazard index (HI) value of 1.50E-02 for Cd to children and the lowest of 1.98E-05 for Fe to adults. As a result of applying agricultural risk indices, the stream showed sodium adsorption ratio values less than 6 and was found to be “Excellent” for agriculture. However, the sodium percentage values were less than 20 and found “Permissible” and the magnesium hazard > 50 and noted as “Unsuitable” for agriculture. Statistical analysis revealed that natural factors mainly attributed to PTE contamination of the Anday Stream Basin.

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
Fig. 7
Fig. 8

Similar content being viewed by others

Data availability

The data supporting this study’s findings are available from the corresponding author upon reasonable request.

No datasets were generated or analyzed during the current study.

Code availability

Not applicable.

References

  • Abd El Tawaba, M. E., Arafab, R. A. M., Helmyc, A., & El said Daigham, G. (2022). Management of water quality in some dialysis centres in Giza Governorate Hospitals, Egypt. Water Conservation and Management, 6(2), 95–98.

    Article  Google Scholar 

  • Abualhaija, M. (2023). Applying the quality and pollution indices for evaluating the wastewater effluent quality of Kufranja wastewater treatment plant, Jordan. Water Conservation and Management, 7, 6–11. https://doi.org/10.26480/wcm.01.2023.06.11

    Article  Google Scholar 

  • Ahmed, S. F., et al. (2022). Heavy metal toxicity, sources, and remediation techniques for contaminated water and soil. Environmental Technology & Innovation, 25, 102114.

    Article  CAS  Google Scholar 

  • Ali, W., & Muhammad, S. (2022). Spatial distribution of contaminants and water quality assessment using an indexical approach, Astore River basin, Western Himalayas, Northern Pakistan. Geocarto International, 37, 14005–14026. https://doi.org/10.1080/10106049.2022.2086628

    Article  Google Scholar 

  • Amin, S., Muhammad, S., & Fatima, H. (2021). Evaluation and risks assessment of potentially toxic elements in water and sediment of the Dor River and its tributaries Northern Pakistan. Environmental Technology & Innovation, 21, 101333. https://doi.org/10.1016/j.eti.2020.101333

    Article  CAS  Google Scholar 

  • APHA. (1998). Standard methods for the examination of water and wastewater. American Public Health Association Inc.

    Google Scholar 

  • APHA (2017) American Public Health Association (APHA). Standard methods for the examination of water and wastewater 23rd ed American Water Works Association

  • ATSDR (1999) Agency for Toxic Substances and Disease Registry (ASTDR) Toxicological profile for mercury. Atlanta, GA: U.S. Department of Health and Human Services

  • ATSDR (2017) Agency for toxic substances and disease registry (ASTDR) substance priority List: Atlanta. Georgia

  • Aziz, K. H. H., Mustafa, F. S., Omer, K. M., Hama, S., Hamarawf, R. F., & Rahman, K. O. (2023). Heavy metal pollution in the aquatic environment: Efficient and low-cost removal approaches to eliminate their toxicity: A review. RSC Advances, 13, 17595–17610.

    Google Scholar 

  • Bodrud-Doza, M. D., Islam, A. R. M. T., Ahmed, F., Das, S., Saha, N., & Rahman, M. S. (2016). Characterization of groundwater quality using water evaluation indices, multivariate statistics and geostatistics in central Bangladesh. Water Science, 30, 19–40.

    Article  Google Scholar 

  • Carvalho, Md. A. R., Botero, W. G., & de Oliveira, L. C. (2022). Natural and anthropogenic sources of potentially toxic elements to aquatic environment: A systematic literature review. Environmental Science and Pollution Research, 29, 51318–51338.

    Article  Google Scholar 

  • Chen, H., Cheng, J., Li, Y., Li, Y., Wang, J., & Tang, Z. (2023). Occurrence and potential release of heavy metals in female underwear manufactured in China: Implication for women’s health. Chemosphere, 342, 140165.

    Article  CAS  Google Scholar 

  • Chettri, U., Chakrabarty, T. K., & Joshi, S. R. (2022). Pollution index assessment of surface water and sediment quality with reference to heavy metals in Teesta River in Eastern Himalayan range, India. Environmental Nanotechnology Monitoring & Management, 18, 100742. https://doi.org/10.1016/j.enmm.2022.100742

    Article  CAS  Google Scholar 

  • Chorol, L., & Gupta, S. K. (2023). Evaluation of groundwater heavy metal pollution index through analytical hierarchy process and its health risk assessment via Monte Carlo simulation. Process Safety and Environmental Protection, 170, 855–864.

    Article  CAS  Google Scholar 

  • Demir, T., Mutlu, E., Aydın, S., & Gültepe, N. (2021). Physicochemical water quality of Karabel, Çaltı, and Tohma brooks and blood biochemical parameters of Barbus plebejus fish: Assessment of heavy metal concentrations for potential health risks. Environmental Monitoring and Assessment, 193, 1–15.

    Article  Google Scholar 

  • EC (2007) European Communities (EC), (drinking water) (no. 2), Regulatıons 2007, S.I. No. 278 of 2007

  • Egbueri, J. C., & Agbasi, J. C. (2022). Data-driven soft computing modeling of groundwater quality parameters in southeast Nigeria: Comparing the performances of different algorithms. Environmental Science and Pollution Research, 29, 38346–38373.

    Article  CAS  Google Scholar 

  • Emiroğlu, Ö. et al. (2013). Erythrocyte deformations in Rutilus Rutilus Provided from Porsuk Dam Lake. Biological Diversity and Conservation, 6, 13–17.

  • GDM (2023) General Directorate of Meteorology (GDM), Turkiye Ministry of Environment, Urbanization and Climate Change. Access Date March 08, 2023. https://www.mgm.gov.tr/.

  • Hakuzimana, J., & Masasi, B. (2020). Performance evaluation of irrigation schemes in Rugeramigozi Marshland Rwanda. Water Conservation and Management, 4, 15–19.

    Article  Google Scholar 

  • Haq, A. U., & Muhammad, S. (2023). Spatial distribution of drinking and irrigation water quality indices of Ghizer River Basin, northern Pakistan. Environmental Science and Pollution Research, 30, 20020–20030.

    Article  Google Scholar 

  • Haq, A. U., Muhammad, S., & Tokatli, C. (2023). Spatial distribution of the contamination and risk assessment of potentially harmful elements in the Ghizer River Basin, northern Pakistan. Journal of Water and Climate Change, 14(7), 2309–2.

    Article  Google Scholar 

  • Hasan, M. F., et al. (2021). Health Risk and Water Quality Assessment of Surface Water in an Urban River of Bangladesh. Sustainability, 13, 6832.

    Article  Google Scholar 

  • Jafarzade, N., Kisi, O., Yousefi, M., Baziar, M., Oskoei, V., Marufi, N., & Mohammadi, A. A. (2023). Viability of Two Adaptive Fuzzy Systems Based on Fuzzy c Means and Subtractive Clustering Methods for Modeling Cadmium in Groundwater Resources. Heliyon, 9, e18415. https://doi.org/10.1016/j.heliyon.2023.e18415

    Article  CAS  Google Scholar 

  • Jafarzadeh, N., Heidari, K., Meshkinian, A., Kamani, H., Mohammadi, A. A., & Conti, G. O. (2022). Non-carcinogenic risk assessment of exposure to heavy metals in underground water resources in Saraven, Iran: Spatial distribution, monte-carlo simulation, sensitive analysis. Environmental Research, 204, 112002. https://doi.org/10.1016/j.envres.2021.112002

    Article  CAS  Google Scholar 

  • Jiang, X., Wang, J., Pan, B., Li, D., Wang, Y., & Liu, X. (2022). Assessment of heavy metal accumulation in freshwater fish of Dongting Lake, China: Effects of feeding habits, habitat preferences and body size. Journal of Environmental Sciences, 112, 355–365.

    Article  CAS  Google Scholar 

  • Kiani, B., et al. (2021). Association between heavy metals and colon cancer: An ecological study based on geographical information systems in North-Eastern Iran. BMC Cancer, 21, 414. https://doi.org/10.1186/s12885-021-08148-1

    Article  CAS  Google Scholar 

  • Köse, E., et al. (2020). Assessment of ecologic quality in terms of heavy metal concentrations in sediment and fish on Sakarya River and Dam Lakes Turkey. Soil and Sediment Contamination: An International Journal, 29, 292–303.

    Article  Google Scholar 

  • Kumar, V., Swain, H. S., Upadhyay, A., Ramteke, M. H., Sarkar, D. J., Roy, S., & Das, B. K. (2023). Bioaccumulation of potentially toxic elements in commercially important food fish species from lower Gangetic stretch: Food security and human health risk assessment. Biological Trace Element Research. https://doi.org/10.1007/s12011-023-03743-8

    Article  Google Scholar 

  • Lin, K.-N., Lim, Y.-C., Chen, C.-W., Chen, C.-F., Kao, C.-M., & Dong, C.-D. (2022). Spatiotemporal variation and ecological risk assessment of heavy metals in industrialized urban river sediments: Fengshan River in southern Taiwan as a case study. Applied Sciences, 12, 1013.

    Article  CAS  Google Scholar 

  • Liu, J., et al. (2023). Soil ecological stoichiometry synchronously regulates stream nitrogen and phosphorus concentrations and ratios. CATENA, 231, 107357.

    Article  CAS  Google Scholar 

  • Moghaddam, K. V., Latifi, P., Darrudi, R., Ghaleh Askari, S., Mohammadi, A. A., Marufi, N., & Javan, S. (2022). Heavy metal contaminated soil, water, and vegetables in northeastern Iran: Potential health risk factors. Journal of Environmental Health Science and Engineering, 20, 65–77. https://doi.org/10.1007/s40201-021-00756-0

    Article  CAS  Google Scholar 

  • Muhammad, S. (2023). Evaluation of heavy metals in water and sediments, pollution, and risk indices of Naltar Lakes Pakistan. Environmental Science and Pollution Research, 30, 28217–28226. https://doi.org/10.1007/s11356-022-24160-9

    Article  CAS  Google Scholar 

  • Muhammad, S., Ullah, S., Ali, W., Jadoon, I. A. K., & Arif, M. (2022). Spatial distribution of heavy metal and risk indices of water and sediments in the Kunhar River and its tributaries. Geocarto International, 37, 5985–6003. https://doi.org/10.1080/10106049.2021.1926557

    Article  Google Scholar 

  • Mutlu E, Arslan N, Tokatli C (2021) Assessing water quality of Boyali Dam Lake (Sinop, Turkey) by using ecological and statistical indicators. Acta Scientiarum Polonorum: Formatio Circumiectus, 20, 77–85.

  • Nasreen, S., & Ashraf, A. M. (2020). Inadequate Supply of Water in Agriculture Sector of Pakistan Due to Depleting Water Reservoirs and Redundant Irrigation System. Water Conservation & Management, 5, 13–19.

    Article  Google Scholar 

  • OGM (2006) Orman Genel Mudulugu (OGM), General Directorate of Forestry) (2006) Orman Varlığımız. General Directorate of Forestry, Ankara. www.ogm.gov.tr (access date: 08.03.2022).

  • Olusola, F. O. (2020). Groundwater quality evaluation for drinking, domestic and irrigation uses in parts of ode irele local government area of Ondo state Nigeria. Water Conservation and Management, 4, 32–41.

    Article  Google Scholar 

  • Omeka, M. E., & Egbueri, J. C. (2023). Hydrogeochemical assessment and health-related risks due to toxic element ingestion and dermal contact within the Nnewi-Awka urban areas Nigeria. Environmental Geochemistry and Health, 45, 2183–2211.

    Article  CAS  Google Scholar 

  • Qasemi, M., et al. (2023). Characteristics, water quality index and human health risk from nitrate and fluoride in Kakhk city and its rural areas Iran. Journal of Food Composition and Analysis, 115, 104870.

    Article  CAS  Google Scholar 

  • Qin, Y., et al. (2023). Relative bioavailability of selenium in rice using a rat model and its application to human health risk assessment. Environmental Pollution, 338, 122675.

    Article  CAS  Google Scholar 

  • Rahman, M. S., et al. (2022). Chemometric appraisal of water quality for domestic and agricultural purposes: A case study from establishing Rooppur Nuclear Power Plant (NPP) area Pabna District, Bangladesh. Environmental Science and Pollution Research, 29, 56620–56641.

    Article  CAS  Google Scholar 

  • Reza, R., & Singh, G. (2010). Heavy metal contamination and its indexing approach for river water. International Journal of Environmental Science and Technology, 7, 785–792.

    Article  CAS  Google Scholar 

  • Sajjadi, S. A., Mohammadi, A., Khosravi, R., & Zarei, A. (2022). Distribution, exposure, and human health risk analysis of heavy metals in drinking groundwater of Ghayen County Iran. Geocarto International, 37, 13127–13144.

    Article  Google Scholar 

  • Sepúlveda, C. H., et al. (2023). Biomonitoring of potentially toxic elements through oysters (Saccostrea palmula and Crassostrea corteziensis) from coastal lagoons of Southeast Gulf of California, Mexico: Health risk assessment. Environmental Geochemistry and Health, 45, 2329–2348.

    Article  Google Scholar 

  • Shams, M., Tavakkoli Nezhad, N., Dehghan, A., Alidadi, H., Paydar, M., Mohammadi, A. A., & Zarei, A. (2022). Heavy metals exposure, carcinogenic and non-carcinogenic human health risks assessment of groundwater around mines in Joghatai Iran. International Journal of Environmental Analytical Chemistry, 102, 1884–1899. https://doi.org/10.1080/03067319.2020.1743835

    Article  CAS  Google Scholar 

  • Shang, Y., et al. (2023). Remote sensing of fluorescent humification levels and its potential environmental linkages in lakes across China. Water Research, 230, 119540.

    Article  CAS  Google Scholar 

  • Şimşek, A., Özkoç, H. B., & Bakan, G. (2022). Environmental, ecological and human health risk assessment of heavy metals in sediments at Samsun-Tekkeköy North of Turkey. Environmental Science and Pollution Research, 29, 2009–2023.

    Article  Google Scholar 

  • Tokatli, C., & Ustaoğlu, F. (2020). Health risk assessment of toxicants in Meriç River Delta Wetland, Thrace Region Turkey. Environmental Earth Sciences, 79, 426. https://doi.org/10.1007/s12665-020-09171-4

    Article  CAS  Google Scholar 

  • Tokatli, C., Mutlu, E., & Arslan, N. (2021). Assessment of the potentially toxic element contamination in water of Şehriban Stream (Black Sea Region, Turkey) by using statistical and ecological indicators. Water Environment Research, 93, 2060–2071.

    Article  CAS  Google Scholar 

  • Tokatlı, C., Uğurluoğlu, A., & Muhammad, S. (2023a). Ecotoxicological evaluation of organic contamination in the world’s two significant gateways to the Black Sea using GIS techniques: Turkish Straits. Marine Pollution Bulletin, 194, 115405. https://doi.org/10.1016/j.marpolbul.2023.115405

    Article  CAS  Google Scholar 

  • Tokatlı, C., Varol, M., & Ustaoğlu, F. (2023b). Ecological and health risk assessment and quantitative source apportionment of dissolved metals in ponds used for drinking and irrigation purposes. Environmental Science and Pollution Research, 30, 52818–52829. https://doi.org/10.1007/s11356-023-26078-2

    Article  CAS  Google Scholar 

  • Tokatlı, C., Varol, M., Ustaoğlu, F., & Muhammad, S. (2023). Pollution characteristics, sources and health risks assessment of potentially hazardous elements in sediments of ten ponds in the saros bay region (Türkiye). Chemosphere, 340, 139977.

    Article  Google Scholar 

  • Turdiyeva, K., & Lee, W. (2023). Comparative analysis and human health risk assessment of contamination with heavy metals of Central Asian rivers. Heliyon, 9, e17112.

  • Turkes M (2020) Climate and drought in Turkey. Water resources of Turkey 85–125

  • United Nations (UN) Sustainable Development Goal. 6, Synthesis report 2018 on water and sanitation. United Nations, New York. ISBN 9789211013702. OCLC 1107804829

  • UN (2017) United Nations (UN) Resolution adopted by the general assembly on 6 July 2017, Work of the Statistical Commission pertaining to the 2030 Agenda for Sustainable Development (A/RES/71/313).

  • USEPA (2004) Risk assessment guidance for superfund, volume 1. Human Health Evaluation Manual (Part E). Report EPA/540/R/99/005. United States Environmental Protection Agency, Washington, DC

  • Ustaoğlu, F., Tepe, Y., & Taş, B. (2020). Assessment of Stream Quality and Health Risk in a Subtropical Turkey River System: A Combined Approach Using Statistical Analysis and Water Quality Index. Ecological Indicators, 113, 105815.

    Article  Google Scholar 

  • Varol, M., Karakaya, G., & Alpaslan, K. (2022). Water quality assessment of the Karasu River (Turkey) using various indices, multivariate statistics and APCS-MLR model. Chemosphere, 308, 136415.

    Article  CAS  Google Scholar 

  • Varol, M., Ustaoğlu, F., & Tokatlı, C. (2022). Ecological risks and controlling factors of trace elements in sediments of dam lakes in the Black Sea Region (Turkey). Environmental Research, 205, 112478.

    Article  CAS  Google Scholar 

  • Venkatramanan, S., Chung, S. Y., Lee, S. Y., & Park, N. (2014). Assessment of river water quality via environmentric multivariate statistical tools and water quality index: A case study of Nakdong River Basin Korea. Carpathian Journal of Earth and Environmental Sciences, 9, 125–132.

    Google Scholar 

  • Wang, J., Liu, G., Liu, H., & Lam, P. K. S. (2017). Multivariate statistical evaluation of dissolved trace elements and a water quality assessment in the middle reaches of Huaihe River Anhui, China. Science of the Total Environment, 583, 421–431.

    Article  CAS  Google Scholar 

  • Wen, Z., et al. (2024). Remote Estimates of Suspended Particulate Matter in Global Lakes Using Machine Learning Models. International Soil and Water Conservation Research, 12, 200–216.

    Article  Google Scholar 

  • Wetzel RG (2001) Limnology: Lake and river ecosystems. Gulf Professional Publishing

  • WHO. (2017). Guidelines for Drinking-Water Quality: First Addendum to the (4th ed.). World Health Organization.

    Google Scholar 

  • WQCR (2015) Water Quality Control Regulations in Turkey (WQCR) Regulation amending on the regulation on surface water quality management, 15 Nisan 2015, Official Gazette No: 29327, http://suyonetimiormansu.gov.tr. [In Turkish].

  • Yin, L., Wang, L., Keim, B. D., Konsoer, K., Yin, Z., Liu, M., & Zheng, W. (2023a). Spatial and wavelet analysis of precipitation and river discharge during operation of the Three Gorges Dam China. Ecological Indicators, 154, 110837.

    Article  Google Scholar 

  • Yin L et al. (2023b) U-Net-LSTM: Time series-enhanced lake boundary prediction model. Land, 12(10), 1859. https://doi.org/10.3390/land12101859

  • Yin L et al. (2023c) U-Net-STN: A novel end-to-end lake boundary prediction model. Land, 12(8), 1602. https://doi.org/10.3390/land12081602

  • Yüksel, B., Ustaoğlu, F., Tokatli, C., & Islam, M. S. (2022). Ecotoxicological risk assessment for sediments of Çavuşlu stream in Giresun, Turkey: Association between garbage disposal facility and metallic accumulation. Environmental Science and Pollution Research, 29, 17223–17240.

    Article  Google Scholar 

  • Zhang, S., et al. (2021). Global CO2 consumption by silicate rock chemical weathering: Its past and future. Earth’s Future, 9 (5), e2020EF001938. https://doi.org/10.1029/2020EF001938

  • Zhu, Y., Dai, H., & Yuan, S. (2023). The competition between heterotrophic denitrification and DNRA pathways in hyporheic zone and its impact on the fate of nitrate. Journal of Hydrology, 626, 130175.

    Article  CAS  Google Scholar 

Download references

Acknowledgements

The authors sincerely appreciate funding from Trakya University, Turkiye.

Funding

The authors received funding from the Trakya University, Turkiye.

Author information

Authors and Affiliations

Authors

Contributions

C. Tokatli, designed this study, Supervision, and edited the manuscript. E. Mutlu, data curation, and edited the manuscript. F. Ustaoğlu, A.R.T. Islam, and S. Muhammad performed data analyses and drafted and edited the manuscript.

Corresponding author

Correspondence to Said Muhammad.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethics approval

Not applicable.

Consent to participate

All authors reviewed and approved the final manuscript.

Consent for publication

All authors are approved for this publication.

Conflict of interest

The authors declare no competing interests.

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 22 KB)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Tokatli, C., Mutlu, E., Ustaoğlu, F. et al. Spatiotemporal variations, health risk assessment, and sources of potentially toxic elements in potamic water of the Anday Stream Basin (Türkiye), Black Sea Region. Environ Monit Assess 196, 420 (2024). https://doi.org/10.1007/s10661-024-12580-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10661-024-12580-8

Keywords

Navigation