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Temporal variation of water quality parameters in the lacustrine of the Thrace Region, Northwest Türkiye

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Abstract

Thrace is a part of the Marmara Region northwest of Türkiye. This region hosts several lentic ecosystems used for irrigation and drinking water supply. The present study was conducted to analyze the temporal distributions of water quality parameters (WQPs) of lentic ecosystems (lacustrine habitats), including lakes (L1–L2), reservoirs (R1–R12), and ponds (P1–P19) of the Thrace Region. Thirty-three lacustrine habitats were identified in the region. Freshwaters were collected in the wet (end of winter) and dry (end of summer) seasons of 2021–2022 and tested for 12 WQPs. Data was evaluated for the water quality index (WQI) and nutrient pollution index (NPI) and their overall quality level. For the evaluation of non-carcinogenic health risk indices of WQPs, the chronic daily index (CDI), hazard quotient (HQ), and hazard index (HI) were applied. Cluster analysis (CA), Pearson correlation index (PCI), and principal component analysis (PCA) were used to classify the lacustrine habitats and identify the source of WQPs. The average values were as follows: 9.28 mg/L for dissolved oxygen (DO), 94.6% for oxygen (O2) saturation, 9.29 for pH, 613 μS/cm for electrical conductivity (EC), 3.96 NTU for turbidity, 358 mg/L for total dissolved solids (TDS), 3.17 mg/L for nitrate (NO3), 0.05 mg/L for nitrite (NO2), 1.01 mg/L for phosphate (PO4), 78.5 mg/L for sulfate (SO4), and 102 mg/L for chloride (Cl). Results showed a significant increase in WQPs, including NO3, NO2, and PO4, in the wet season, while the salinity decreased from the dry to wet season. Results revealed that HI values of water contaminants in lacustrine habitats were noted to be less than one. Based on determined WQPs, the present study recommends using lacustrine water habitats for irrigation, drinking, and other domestic and industrial purposes.

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Data availability

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

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References

  • Akbulut N, Bayarı S, Akbulut A, Özyurt NN, Sahin Y (2022) Chapter 21 - rivers of Turkey. In: Tockner K, Zarfl C, Robinson CT (eds) Rivers of Europe (second edition). Elsevier, pp 853–882

    Chapter  Google Scholar 

  • APHA (2005) Standard methods for the examination of water and wastewater, Federation, Water Environmental American Public Health, Association. American Public Health Association (APHA), Washington, DC, USA

    Google Scholar 

  • APHA (2017) American public health association (APHA). Standard methods for the examination of water and wastewater 23rd ed

  • Arauzo M (2017) Vulnerability of groundwater resources to nitrate pollution: a simple and effective procedure for delimiting nitrate vulnerable zones. Sci Total Environ 575:799–812

    Article  CAS  PubMed  ADS  Google Scholar 

  • Cañedo-Argüelles M et al (2016) Saving freshwater from salts. Science 351:914–916

    Article  PubMed  ADS  Google Scholar 

  • Cardinali MA, Govoni M, Tschon M, Brogini S, Vivarelli L, Morresi A, Fioretto D, Rocchi M, Stagni C, Fini M, Dallari D (2023) Brillouin-Raman micro-spectroscopy and machine learning techniques to classify osteoarthritic lesions in the human articular cartilage. Sci Rep 13:1690

    Article  ADS  Google Scholar 

  • Celen M, Oruc HN, Adiller A, Yıldız Töre G, Onkal Engin G (2022) Contribution for pollution sources and their assessment in urban and industrial sites of Ergene River Basin, Turkey. Int J Environ Sci Technol 19:11789–11808

    Article  Google Scholar 

  • Çiçek A, Köse E, Tokatlı C (2019) Using factor analysis to evaluate sediment quality of a significant mining area in Turkey. Pol J Environ Stud 28:2021–2025

    Article  Google Scholar 

  • Çingiroğlu F (2018) Determination of river pollution sources using source apportionment method: Ergene River. Master’s Thesis. Istanbul Technical University

  • Din IU, Muhammad S, Rehman I (2023) Groundwater quality assessment for drinking and irrigation purposes in the Hangu District, Pakistan. J Food Compos Anal 115:104919

  • Feng Z, Xu C, Zuo Y, Luo X, Wang L, Chen H, Xie X, Yan D, Liang T (2023) Analysis of water quality indexes and their relationships with vegetation using self-organizing map and geographically and temporally weighted regression. Environ Res 216:114587

    Article  CAS  PubMed  Google Scholar 

  • Guo W, Zhang D, Zhang W, Li S, Pan K, Jiang H, Zhang Q (2023) Anthropogenic impacts on the nitrate pollution in an urban river: Insights from a combination of natural-abundance and paired isotopes. J Environ Manage 333:117458

    Article  CAS  PubMed  Google Scholar 

  • Hamid A, Bhat SU, Jehangir A (2019) Local determinants influencing stream water quality. Appl Water Sci 10:24

    Article  ADS  Google Scholar 

  • Haq AU, Muhammad S (2023) Spatial distribution of drinking and irrigation water quality indices of Ghizer River Basin, northern Pakistan. Environ Sci Pollut Res 30:20020–20030

    Article  Google Scholar 

  • Haque JU, Siddique MAB, Islam MS, Ali MM, Tokatli C, Islam A, Pal SC, Idris AM, Malafaia G, Islam ARMT (2023) Effects of COVID-19 era on a subtropical river basin in Bangladesh: heavy metal(loid)s distribution, sources and probable human health risks. Sci Total Environ 857:159383

    Article  ADS  Google Scholar 

  • Izah SC, Iyiola AO, Richard G (2023) Impacts of pollution on the hydrogeochemical and microbial community of aquatic ecosystems in Bayelsa State, Southern Nigeria. Hydrogeochem Aquat Ecosyst. https://doi.org/10.1002/9781119870562.ch13

  • Jannat JN, Khan MSI, Islam HMT, Islam MS, Khan R, Siddique MAB, Varol M, Tokatli C, Pal SC, Islam A, Idris AM, Malafaia G, Islam ARMT (2022) Hydro-chemical assessment of fluoride and nitrate in groundwater from east and west coasts of Bangladesh and India. J Clean Prod 372:133675

    Article  CAS  Google Scholar 

  • Li H, Zhang S, Zhang J, Zhang W, Song Z, Yu P, Xie C (2023a) A framework for identifying priority areas through integrated eco-environmental risk assessment for a holistic watershed management approach. Ecol Ind 146:109919

    Article  Google Scholar 

  • Li S, He W, Wang L, Zhang Z, Chen X, Lei T, Wang S, Wang Z (2023b) Optimization of landscape pattern in China Luojiang Xiaoxi basin based on landscape ecological risk assessment. Ecol Ind 146:109887

    Article  Google Scholar 

  • Muhammad S, Ahmad K (2020) Heavy metal contamination in water and fish of the Hunza River and its tributaries in Gilgit–Baltistan: evaluation of potential risks and provenance. Environ Technol Innov 20:101159

    Article  CAS  Google Scholar 

  • Muhammad S, Ullah I (2022) Spatial and seasonal variation for water quality indices of Gomal Zam Dam and its tributaries in the South Waziristan District, Pakistan. Environ Sci Pollut Res 29:29141–29151

  • Orak E, Akkoyunlu A, Can ZS (2020) Assessment of water quality classes using self-organizing map and fuzzy C-means clustering methods in Ergene River, Turkey. Environ Monit Assess 192:638

    Article  CAS  PubMed  Google Scholar 

  • Özuluğ M, Gaygusuz Ö, Gaygusuz ÇG, Kaya N, Saç G (2023) Fishes encountered in the Turkish Thrace river systems (NW Turkey). Inland Water Biol 16:341–356

  • Pesce SF, Wunderlin DA (2000) Use of water quality indices to verify the impact of Córdoba City (Argentina) on Suquı́a River. Water Res 34:2915–2926

    Article  CAS  Google Scholar 

  • Piłat-Rożek M, Łazuka E, Majerek D, Szeląg B, Duda-Saternus S, Łagód G (2023) Application of machine learning methods for an analysis of E-nose multidimensional signals in wastewater treatment. Sensors 23:487

  • Qian H, Chen J, Howard KWF (2020) Assessing groundwater pollution and potential remediation processes in a multi-layer aquifer system. Environ Pollut 263:114669

    Article  CAS  PubMed  Google Scholar 

  • Rogers KM, van der Raaij R, Phillips A, Stewart M (2023) A national isotope survey to define the sources of nitrate contamination in New Zealand freshwaters. J Hydrol 617:129131

  • Şener Ş, Şener E, Davraz A (2017) Evaluation of water quality using water quality index (WQI) method and GIS in Aksu River (SW-Turkey). Sci Total Environ 584–585:131–144

    Article  PubMed  ADS  Google Scholar 

  • Shang Y, Song K, Lai F, Lyu L, Liu G, Fang C, Hou J, Qiang S, Yu X, Wen Z (2023) Remote sensing of fluorescent humification levels and its potential environmental linkages in lakes across China. Water Res 230:119540

    Article  CAS  PubMed  Google Scholar 

  • Siddique MAB, Islam MS, Ali MM, Tokatli C, Islam A, Pal SC, Idris AM, Malafaia G, Islam ARMT (2023) Effects of COVID-19 era on a subtropical river basin in Bangladesh: heavy metal (loid) s distribution, sources and probable human health risks. Sci Total Environ 857:159383

    Article  PubMed  ADS  Google Scholar 

  • Tiwari NK, Mohanty TR, Das Gupta S, Roy S, Swain HS, Baitha R, Ramteke MH, Das BK (2023) Hemato-biochemical alteration in the bronze featherback Notopterus notopterus (Pallas, 1769) as a biomonitoring tool to assess riverine pollution and ecology: a case study from the middle and lower stretch of river Ganga. Environ Sci Pollut Res 30:46826–46846

  • Tokatli C (2019) Drinking water quality assessment of Ergene River Basin (Turkey) by water quality index: essential and toxic elements. Sains Malaysiana 48:2071–2081

    Article  CAS  Google Scholar 

  • Tokatli C, Ustaoğlu F (2020) Health risk assessment of toxicants in Meriç River Delta Wetland, Thrace Region, Turkey. Environ Earth Sci 79:426

    Article  CAS  ADS  Google Scholar 

  • Tokatlı C (2020) Pesticide accumulations in water and sediment of dam lakes located in Thrace part of Marmara Region (Turkey). Aqua Res 3:124–134

    Article  Google Scholar 

  • Tokatlı C (2022) Invisible face of COVID-19 pandemic on the freshwater environment: an impact assessment on the sediment quality of a cross boundary river basin in Turkey. Int J Sedim Res 37:139–150

    Article  Google Scholar 

  • Tokatlı C, Islam ARMT (2023) Spatial–temporal distributions, probable health risks, and source identification of organic pollutants in surface waters of an extremely hypoxic river basin in Türkiye. Environ Monit Assess 195:435

    Article  PubMed  PubMed Central  Google Scholar 

  • Tokatlı C, Uğurluoğlu A, Muhammad S (2023) Ecotoxicological evaluation of organic contamination in the world’s two significant gateways to the Black Sea using GIS techniques: Turkish Straits. Mar Pollut Bull 194:115405

    Article  PubMed  Google Scholar 

  • TSWQR (2021) (Turkish Surface Water Quality Regulation) (2021). Turkish Surface Water Quality Regulation. Turkey

  • 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. Ecol Ind 113:105815

    Article  Google Scholar 

  • Ustaoğlu F, Islam MS, Tokatli C (2022) Ecological and probabilistic human health hazard assessment of heavy metals in Sera Lake Nature Park sediments (Trabzon, Turkey). Arab J Geosci 15:597

    Article  Google Scholar 

  • Varol M, Tokatlı C (2023) Evaluation of the water quality of a highly polluted stream with water quality indices and health risk assessment methods. Chemosphere 311:137096

    Article  CAS  PubMed  Google Scholar 

  • Wang X, Jia S, Liu Z, Mao B (2022) Watershed-scale shallow groundwater anthropogenic nitrate source, loading, and contamination assessment in a typical wheat production region: case study in Yiluo River Watershed, middle of China, Water 14:3979

  • Wen Z, Shang Y, Lyu L, Tao H, Liu G, Fang C, Li S, Song K (2024) Re-estimating China’s lake CO2 flux considering spatiotemporal variability. Environ Sci Ecotechnol 19:100337

    Article  CAS  PubMed  Google Scholar 

  • Yang M, Wang H, Hu K, Yin G, Wei Z (2022) IA-Net$:$ an inception–attention-module-based network for classifying underwater images from others. IEEE J Oceanic Eng 47:704–717

    Article  ADS  Google Scholar 

  • Yin L, Wang L, Li J, Lu S, Tian J, Yin Z, Liu S, Zheng W (2023a) YOLOV4_CSPBi: enhanced land target detection model, Land 12:1813

  • Yin L, Wang L, Li T, Lu S, Tian J, Yin Z, Li X, Zheng W (2023b) U-Net-LSTM: time series-enhanced lake boundary prediction model, Land 12:1859

  • Yin L, Wang L, Li T, Lu S, Yin Z, Liu X, Li X, Zheng W (2023c) U-Net-STN: a novel end-to-end lake boundary prediction model, Land 12:1602

  • Yüksel B, Ustaoğlu F, Tokatli C, Islam MS (2022) Ecotoxicological risk assessment for sediments of Çavuşlu stream in Giresun, Turkey: association between garbage disposal facility and metallic accumulation. Environ Sci Pollut Res 29:17223–17240

    Article  Google Scholar 

  • Zhang S, Bai X, Zhao C, Tan Q, Luo G, Wang J, Li Q, Wu L, Chen F, Li C, Deng Y, Yang Y, Xi H (2021) Global CO2 consumption by silicate rock chemical weathering: its past and future. Earth’s Future 9:e2020EF001938

    Article  CAS  ADS  Google Scholar 

  • Zhou G, Li H, Song R, Wang Q, Xu J, Song B (2022a) Orthorectification of fisheye image under equidistant projection model. Remote Sens 14:4175

  • Zhou G, Wang Q, Huang Y, Tian J, Li H, Wang Y (2022b) True2 orthoimage map generation. Remote Sens 14:4396

  • Zhou G, Liu X (2022) Orthorectification model for extra-length linear array imagery. IEEE Trans Geosci Remote Sens 60:1–10. https://doi.org/10.1109/TGRS.2022.3223911

    Article  Google Scholar 

  • Zotou I, Tsihrintzis VA, Gikas GD (2020) Water quality evaluation of a lacustrine water body in the Mediterranean based on different water quality index (WQI) methodologies. J Environ Sci Health Part A 55:537–548

    Article  CAS  Google Scholar 

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Funding

The current research was financially supported by Trakya University (Project Number: 2021/112).

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CT designed this study, performed data analyses, and drafted and edited the manuscript. ARMTI and SM performed statistical analyses and edited this manuscript.

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Correspondence to Said Muhammad.

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Tokatlı, C., Islam, A.R.M.T. & Muhammad, S. Temporal variation of water quality parameters in the lacustrine of the Thrace Region, Northwest Türkiye. Environ Sci Pollut Res 31, 11832–11841 (2024). https://doi.org/10.1007/s11356-024-31912-2

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