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Spatio-temporal dynamics of water quality in river sources of drinking water in Uttarakhand with reference to human health

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Abstract

Any contamination in potable water leads to high risk on human health. Hence, it is inevitable to characterize water quality and assess temporal change with reference to human health. In this paper, nineteen water quality parameters from 50 sources of drinking water supply operated by state agency Uttarakhand Jal Sansthan (UJS) were analysed. The water samples were collected for pre-monsoon (May) and post-monsoon (November) seasons for the year 2010, 2011, 2018 and 2019. Multivariate analysis such as Pearson’s correlation coefficient (r), K-mean, hierarchical clustering and principle component analysis (PCA) were applied to examine the drinking water quality at source sites. The strength of correlation among the parameters is reduced over the time. Cluster analysis provides six major hydro-chemical clusters in the study region. Clusters were compact during 2010–2011 and converted to overlapping structure in later period. The size of clusters was change from two clusters to six clusters during 2018–2019. These hydro-chemical clusters were examined through PCA and established six major hydro-chemical components of water quality. The physico-chemical parameters, namely, pH, alkalinity, TH, TDS, Na, K, Ca, Mg, Cl and SO4, were in PC-1, the heavy metals in PC-3, turbidity in PC-4, TC in PC-5 and PC-6 is combination of turbidity, NO3 and TC, whereas PC-2 was a mix of pH and Na and K salts. Study highlighted that the water quality has changed over the time due to runoff of plant debris, erosion, agricultural fertilizer, development activities and local geology hosts. Each PCs was mapped with associated human health issues. Result reveals that structures and pattern of PCs indicate several human health diseases over the later period with seasonal effects.

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Fig. 1

source sites of drinking water along major rivers tapped by UJS

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Data availability

The datasets generated and/or analysed during the current study are not publicly available due to State Agency Confidentiality request. The analysis and testing was carried out at the National Accreditation Board for Testing and Calibration Laboratories. The laboratory is consortia of multiple agencies which includes State Agency Uttarakhand Jal Sansthan (UJS) but are available from the corresponding author on reasonable request. One of the co-authors is co-ordinator of this laboratory.

References

  • Akhtar M, Ahmad N, Booij MJ (2008) The impact of climate change on the water resources of Hindukush-Karakorum-Himalaya region under different glacier coverage scenarios. J Hydrol 355(1–4):148–163. https://doi.org/10.1016/j.jhydrol.2008.03.015

    Article  Google Scholar 

  • Almasri MN, Kaluarachchi JJ (2005) Modular neural networks to predict the nitrate distribution in ground water using the on-ground nitrogen loading and recharge data. Environ Model Softw 20:851–871. https://doi.org/10.1016/j.envsoft.2004.05.001

    Article  Google Scholar 

  • Askari S (2021) Fuzzy C-Means clustering algorithm for data with unequal cluster sizes and contaminated with noise and outliers: review and development. Expert Syst Appl 165:113856. https://doi.org/10.1016/j.eswa.2020.113856

    Article  Google Scholar 

  • Azizullah A, Khattak MNK, Richter P, Häder DP (2011) Water pollution in Pakistan and its impact on public health - a review. Environ Int 37(2):479–497. https://doi.org/10.1016/j.envint.2010.10.007

    Article  CAS  Google Scholar 

  • Barral N, Maleki M, Madani N, Cánovas M, Husillos R, & Castillo E (2021) Spatio-temporal geostatistical modelling of sulphate concentration in the area of the Reocín Mine (Spain) as an indicator of water quality. Environ Sci Pollut Res 1–15

  • Bhateria R, Jain D (2016) Water quality assessment of lake water: a review. Sustain Water Resour Manag 2:161–173. https://doi.org/10.1007/s40899-015-0014-7

    Article  Google Scholar 

  • Butterworth RF (2010) Metal toxicity, liver disease and neurodegeneration. Neurotox Res 18(1):100–105

    Article  Google Scholar 

  • Chandra R, Singh S, Raj A (2006) Seasonal bacteriological analysis of Gola river water contaminated with pulp paper mill waste in Uttaranchal, India. Environ Monit Assess 118:393–406. https://doi.org/10.1007/s10661-006-1508-4

    Article  CAS  Google Scholar 

  • Cheadle C, Vawter MP, Freed WJ, Becker KG (2003) Analysis of microarray data using Z score transformation. J Mol Diagn 5(2):73–81. https://doi.org/10.1016/S1525-1578(10)60455-2

    Article  CAS  Google Scholar 

  • Chung SY, Venkatramanan S, Park N, Ramkumar T, Sujitha SB, Jonathan MP (2016) Evaluation of physico-chemical parameters in water and total heavy metals in sediments at Nakdong River Basin Korea. Environ Earth Sci 75(1):1–12. https://doi.org/10.1007/s12665-015-4836-2

    Article  CAS  Google Scholar 

  • Culbertson CW, Huntington TG, Stoeckel DM, Caldwell JM, & O’Donnell C (2013) Water quality and sources of fecal coliform bacteria in the Meduxnekeag river, Houlton, Maine. Reston: USGS, 5144.

  • Dubes R, Jain AK (1976) Clustering techniques: the user’s dilemma. Pattern Recogn 8(4):247–260. https://doi.org/10.1016/0031-3203(76)90045-5

    Article  Google Scholar 

  • Dubes R, Jain AK (1980) Clustering methodologies in exploratory data analysis. Adv Comput 19:113–228. https://doi.org/10.1016/S0065-2458(08)60034-0

    Article  Google Scholar 

  • Fraga CG (2005) Relevance, essentiality and toxicity of trace elements in human health. Mol Aspects Med 26:235–244. https://doi.org/10.1016/j.mam.2005.07.013

    Article  CAS  Google Scholar 

  • Gebrehiwoti AB, Tadesse N, Jigar E (2011) Application of water quality index to assess suitability of groundwater quality for drinking purposes in Hantebet watershed, Tigray, Northern Ethiopia. ISABB J Food Agric Sci 1(1):22–30. https://doi.org/10.5897/ISABB-JFAS.9000001

    Article  Google Scholar 

  • Giri MK, Majumder S (2021) Eigenvalue-based cooperative spectrum sensing using kernel fuzzy c-means clustering. Digital Signal Processing 111:102996. https://doi.org/10.1016/j.dsp.2021.102996

    Article  Google Scholar 

  • Gómez-Losada Á, Lozano-García A, Pino-Mejías R, Contreras-González J (2014) Finite mixture models to characterize and refine air quality monitoring networks. Sci Total Environ 485:292–299. https://doi.org/10.1016/j.scitotenv.2014.03.091

    Article  CAS  Google Scholar 

  • Gómez-Losada Á, Pires JCM, Pino-Mejías R (2018) Modelling background air pollution exposure in urban environments: implications for epidemiological research. Environ Model Softw 106:13–21. https://doi.org/10.1016/j.envsoft.2018.02.011

    Article  Google Scholar 

  • Guan D, Hubacek K (2008) A new and integrated hydro-economic accounting and analytical framework for water resources: a case study for North China. J Environ Manage 88(4):1300–1313. https://doi.org/10.1016/j.jenvman.2007.07.010

    Article  Google Scholar 

  • Hamerly G, Elkan C (2004) Learning the k in k-means. Adv Neural Inf Process Syst 16:281–288

    Google Scholar 

  • Hassan Z. ul, Shah JA, Kanth TT, & Pandit AK (2015)Influence of land use/land cover on the water chemistry of Wular Lake in Kashmir Himalaya (India) Ecol Process 4(1):9https://doi.org/10.1186/s13717-015-0035-z

  • Islam MA, Rahman MM, Bodrud-Doza M, Muhib MI, Shammi M, Zahid A, Kurasaki M (2018) A study of groundwater irrigation water quality in south-central Bangladesh: a geo-statistical model approach using GIS and multivariate statistics. Acta Geochimica 37(2):193–214. https://doi.org/10.1007/s11631-017-0201-3

    Article  CAS  Google Scholar 

  • Juahir H, Zain SM, Yusoff MK, Hanidza TT, Armi AM, Toriman ME, Mokhtar M (2011) Spatial water quality assessment of Langat River Basin (Malaysia) using environmetric techniques. Environ Monit Assess 173(1):625–641. https://doi.org/10.1007/s10661-010-1411-x

    Article  Google Scholar 

  • Kansal A, Siddiqui NA, Gautam A (2013) Assessment of heavy metals and their interrelationships with some physico-chemical parameters in eco-efficient rivers of Himalayan region. Environ Monit Assess 185(3):2553–2563. https://doi.org/10.1007/s10661-012-2730-x

    Article  CAS  Google Scholar 

  • Khatoon N, Khan AH, Rehman M, Pathak V (2013) Correlation study for the assessment of water quality and its parameters of Ganga River, Kanpur, Uttar Pradesh India. IOSR J Appl Chem 5(3):80–90

    Article  Google Scholar 

  • Kumar R, Sharma RC (2018) Assessment of surface water quality of sacred lake Badhani Tal, India. Int J Fish Aquatic Stud 6(1):177–187

    Google Scholar 

  • Kumar R, Singh S, Sharma RC (2018) Application of WQI for assessment of water quality of high altitude lake Dodi Tal, Garhwal Himalaya, India. Sustain Water Resour Manage 5:1033–1042. https://doi.org/10.1007/s40899-018-0281-1

    Article  Google Scholar 

  • Li Y, Xu L, Li S (2009) Water quality analysis of the Songhua river basin using multivariate techniques. J Water Resour Prot 2:110–121. https://doi.org/10.4236/jwarp.2009.12015

    Article  CAS  Google Scholar 

  • Luis KM, Rheuban JE, Kavanaugh MT, Glover DM, Wei J, Lee Z, Doney SC (2019) Capturing coastal water clarity variability with Landsat 8. Mar Pollut Bull 145:96–104

    Article  CAS  Google Scholar 

  • Madhulatha TS (2012) An overview on clustering methods. IOSR J Eng 2(4): 719–725. https://arxiv.org/abs/1205.1117v1

  • Mandal HK (2014) Influence of wastewater pH on turbidity. Int J Environ Res Dev 4(2):105–114

    Google Scholar 

  • Mandour RA (2012) Human health impacts of drinking water (surface and ground) pollution Dakahlyia Governorate Egypt. Appl Water Sci 2(3):157–163

    Article  CAS  Google Scholar 

  • Markad AT, Landge AT, Nayak BB, Inamdar AB, Mishra AK (2021) A multivariate statistical approach for the evaluation of spatial and temporal dynamics of surface water quality from the small reservoir located in the drought-prone area of South-West India: a case study of Tiru reservoir (India). Environ Sci Pollut Res 28(24):31013–33103

    Article  CAS  Google Scholar 

  • Medeiros RJ, dos Santos LMG, Freire AS, Santelli RE, Braga AMC, Krauss TM, Jacob SDC (2012) Determination of inorganic trace elements in edible marine fish from Rio de Janeiro State Brazil. Food Control 23(2):535–541

    Article  CAS  Google Scholar 

  • Mohamed AA, Rahman IA, Lim LH (2014) Groundwater quality assessment in the urban-west region of Zanzibar Island. Environ Monit Assess 186(10):6287–6300

    Article  CAS  Google Scholar 

  • Momodu MA, Anyakora CA (2010) Heavy metal contamination of groundwater: the surulere case study. Res J Environ Earth Sci 2(1):39–43

    CAS  Google Scholar 

  • Mu C, Liu Y, Liu Y, Wu J, Jiao L (2014) Two-stage algorithm using influence coefficient for detecting the hierarchical, non-overlapping and overlapping community structure. Physica A 408:47–61. https://doi.org/10.1016/j.physa.2014.04.023

    Article  Google Scholar 

  • Muoio R, Caretti C, Rossi L, Santianni D, Lubello C (2020) Water safety plans and risk assessment: a novel procedure applied to treated water turbidity and gastrointestinal diseases. Int J Hyg Environ Health 223(1):281–288

    Article  CAS  Google Scholar 

  • Nolan BT (1999) Nitrate behavior in ground waters of the Southeastern USA (Vol. 28, No. 5, pp. 1518–1527). American Society of Agronomy, Crop Science Society of America, and Soil Science Society of America.

  • Padmaja K, Cherukuri J, Reddy MA (2017) Assessment of water quality of Himayathsagar Lake in Hyderabad – a case study. IOSR J Environ Sci Toxicol Food Technol 11(1):18–22

    Article  CAS  Google Scholar 

  • Pant B, Lohani V, Trakroo MD, Tewar H (2017) Study of water quality by physicochemical analysis of a Himalayan lake of Uttarakhand India. Ecol Environ Conserv 23(2):1128–1134

    Google Scholar 

  • Parkkila S, Niemelä O, Savolainen ER, Koistinen P (2001) HFE mutations do not account for transfusional iron overload in patients with acute myeloid leukemia. Transfusion 41(6):828–831. https://doi.org/10.1046/j.1537-2995.2001.41060828.x

    Article  CAS  Google Scholar 

  • Pejman AH, Bidhendi GRN, Karbassi AR, Mehrdadi N, Bidhendi ME (2009) Evaluation of spatial and seasonal variation in surface water quality using multivariate statistical techniques. Int J Environ Sci Technol 6(3):467–476

    Article  CAS  Google Scholar 

  • Praus P (2005) Water quality assessment using SVD-based principal component analysis of hydrological data. Water Sa 31(4):417–422

    CAS  Google Scholar 

  • Rahman M, Kumar S, Mohana AA, Islam R, Hashem M, Chuanxiu L (2019) Coliform bacteria and trace metals in drinking water, southwest Bangladesh: multivariate and human health risk assessment. Int J Environ Res 13(2):395–408

    Article  CAS  Google Scholar 

  • Ramakrishnaiah CR, Sadashivaiah C, Ranganna G (2009) Assessment of water quality index for the groundwater in Tumkur Taluk, Karnataka State India. E-J Chem 6(2):523–530

    Article  CAS  Google Scholar 

  • Rana R, Ganguly R, Gupta AK (2018) Indexing method for assessment of pollution potential of leachate from non-engineered landfill sites and its effect on ground water quality. Environ Monit Assess 190(1):1–23

    Article  CAS  Google Scholar 

  • Rani Y, & Rohil H (2013) A study of hierarchical clustering algorithm. ter S & on Te SIT, 2, 113

  • Rashid I, Romshoo SA (2013) Impact of anthropogenic activities on water quality of Lidder River in Kashmir Himalayas. Environ Monit Assess 185(6):4705–4719

    Article  CAS  Google Scholar 

  • Ravikumar P, AneesulMehmood M, Somashekar RK (2013) Water quality index to determine the surface water quality of Sankey tank and Mallathahalli lake, Bangalore urban district, Karnataka India. Appl Water Sci 3(1):247–261

    Article  CAS  Google Scholar 

  • Reddy CK, & Vinzamuri B (2018) A survey of partitional and hierarchical clustering algorithms. In Data clustering (pp. 87–110). Chapman and Hall/CRC.

  • Romesburg C(2004) Cluster analysis for researchers. Lulu.com

  • Semwal N, Akolkar P (2006) Water quality assessment of scared Himalayan rivers of Uttarakhand. Curr Sci 91(4): 486–496. http://www.jstor.org/stable/24093950.

  • 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 584:131–144

    Article  Google Scholar 

  • Sharma A, Ganguly R, Kumar Gupta A (2020) Impact assessment of leachate pollution potential on groundwater: an indexing method. J Environ Eng 146(3):05019007

    Article  CAS  Google Scholar 

  • Shi P, Zhang Y, Li Z, Li P, Xu G (2017) Influence of land use and land cover patterns on seasonal water quality at multi-spatial scales. CATENA 151:182–190. https://doi.org/10.1016/j.catena.2016.12.017

    Article  CAS  Google Scholar 

  • Singh KP, Malik A, Mohan D, Sinha S (2004) Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of Gomti River (India)—a case study. Water Res 38(18):3980–3992. https://doi.org/10.1016/j.watres.2004.06.011

    Article  CAS  Google Scholar 

  • Singh N, Singh RP, Kamal V, Sen R, Mukherjee S (2015) Assessment of hydrogeochemistry and the quality of groundwater in 24-Parganas districts West Bengal. Environ Earth Sci 73(1):375–386

    Article  CAS  Google Scholar 

  • Singh G, Rishi MS, Herojeet R, Kaur L, Sharma K (2020) Evaluation of groundwater quality and human health risks from fluoride and nitrate in semi-arid region of northern India. Environ Geochem Health 42(7):1833–1862

    Article  CAS  Google Scholar 

  • Sivertun A, Prange L (2003) Non-point source critical area analysis in the Gisselo watershed using GIS. Environ Model Softw 18:887–898. https://doi.org/10.1016/S1364-8152(03)00107-5

    Article  Google Scholar 

  • Sneath PH, & Sokal RR (1973) Numerical taxonomy. The principles and practice of numerical classification.

  • Soo CL, Ling TY, Lee N, Apun K (2014) Assessment of the characteristic of nutrients, total metals and fecal coliform in Sibu Laut river, Sarawak, Malaysia. Appl Water Sci 6(1):77–96. https://doi.org/10.1007/s13201-014-0205-7

    Article  CAS  Google Scholar 

  • Steinhaus E (1956) Microbial control—the emergence of an idea. A brief history of insect pathology through the nineteenth century. Hilgardia 26(2):107–160

  • Tiwari V, Sharma RC (2017) Water quality assessment of Sacred Lake Nachiketa Tal, Garhwal Himalaya, India. J Himalayan Ecol Sustain Dev 12:1–15

    Google Scholar 

  • Tong STY, Tong STY, Chen W (2016) Modeling the relationship between land use and surface water quality modeling the relationship between land use and surface water quality. J Environ Manage 66:377–393. https://doi.org/10.1006/jema.2002.0593

    Article  Google Scholar 

  • Tyagi S, Sharma B, Singh P, Dobhal R (2013) Water quality assessment in terms of water quality index. Am J Water Resour 1(3):34–38

    Article  Google Scholar 

  • Van Landeghem GF, Beckman LE, Wahlin A, Markevärn B, & Beckman L (1999) Interaction between haemochromatosis and transferrin receptor genes in different neoplastic disorders. Carcinogenesis , 20(7): 1231–1233.Interaction. https://doi.org/10.1016/S0140-6736(05)70494-3

  • Vasistha P, Ganguly R (2020) Assessment of spatio-temporal variations in lake water body using indexing method. Environ Sci Pollut Res 27(33):41856–41875

    Article  CAS  Google Scholar 

  • Wang J, Liu G, Liu H, Lam PK (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. https://doi.org/10.1016/j.scitotenv.2017.01.088

    Article  CAS  Google Scholar 

  • WHO (2012) Guideline: sodium intake for adults and children. World Health Organization (WHO), Geneva

  • World Health Organization (2008) Guidelines for drinking-water quality: second addendum. Vol. 1, Recommendations. World Health Organization.

  • Zhang B, Song X, Zhang Y, Han D, Tang C, Yu Y, Ma Y (2012) Hydrochemical characteristics and water quality assessment of surface water and groundwater in Songnen plain Northeast China. Water Res 46(8):2737–2748. https://doi.org/10.1016/j.watres.2012.02.033

    Article  CAS  Google Scholar 

  • Zhang X, Zhang Y, Shi P, Bi Z, Shan Z, Ren L (2021) The deep challenge of nitrate pollution in river water of China. Sci Total Environ 770:144674

    Article  CAS  Google Scholar 

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Acknowledgements

The authors thank the UJS and DAV (PG) College, Dehradun, for providing the laboratory facility at the State Level Water Quality Testing Monitory Laboratory (NABL Accredited), Dehradun.

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All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by Ms Kajal Sinha, Dr Prashant Singh, Prof Jaya Dwivedi and Prof Vinay S P Sinha. The first draft of the manuscript was written by Ms Kajal Sinha. Finally, Dr Prashant Singh, Prof Jaya Dwivedi and Prof Vinay S P Sinha refined the analysis and design. All authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.

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Correspondence to Jaya Dwivedi.

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Sinha, K., Dwivedi, J., Singh, P. et al. Spatio-temporal dynamics of water quality in river sources of drinking water in Uttarakhand with reference to human health. Environ Sci Pollut Res 29, 64756–64774 (2022). https://doi.org/10.1007/s11356-022-20302-1

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