Skip to main content
Log in

Multivariate statistics on groundwater geochemical data to identify arsenic release mechanism and related microenvironments: a case study from West Bengal, India

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

Abstract

The distribution of arsenic and other parameters in groundwater of 302 tube-wells in Nakashipara and Tehatta blocks of Nadia district, West Bengal, India is analysed. The arsenic contents of 255 tube-wells out of 302 are above permissible limit of 10 μg/L and thus contaminated. As per the spatial buffer analysis, the contaminated tube-wells are found to be within 500 m distance from waterbodies, abandoned and palaeo-channels; interior of which, in presence of fresh organic carbon and arsenic bearing fines, the reductive dissolution and desorption processes occur. Among the identified three types of aquifers (1, 2, 2A), the semi to leaky-confined aquifer of Type-2 is presumably more susceptible to create arsenic release environments from sediment to groundwater. This is due to the elevated organic carbon content in the clay layer of Type-2 that boosts bacteriogenic reductive dissolution processes. The principal component analysis performed on 23 parameters of 302 water samples has identified five physico-chemical principal components responsible for arsenic release to aqueous systems from sediment. The hierarchical agglomerative cluster analysis on these five principal components using ‘Euclidean distances’ as a measure of similarity has classified the tube-wells into three distinct clusters (I, II, III). It is concluded that they actually represent the different stages of reductive dissolution of arsenic in an order of cluster II → cluster I → cluster III, indicating less reducing to higher reducing aquifer conditions. These stages mimic probable microenvironments within a broad realm of reducing environments of arsenic release. These microenvironments change rapidly within small areal range.

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
Fig. 9
Fig. 10
Fig. 11

Similar content being viewed by others

References

  • Acharyya SK (2002) Arsenic contamination in groundwater affecting major parts of southern West Bengal and parts of western Chhattisgarh: source and mobilization process. Curr Sci 82:740–744

    Google Scholar 

  • Acharyya SK, Chakraborty P, Lahiri S, Raymahashay BC, Guha S, Bhowmik A (1999) Arsenic poisoning in the Ganges delta. Nature 401:545

    Article  Google Scholar 

  • Acharyya SK, Lahiri S, Raymahashay BC, Bhowmik A (2000) Arsenic toxicity of groundwater in parts of the Bengal basin in India and Bangladesh: the role of quaternary stratigraphy and Holocene sea-level fluctuation. Environ Geol 39:1127–1137. https://doi.org/10.1007/s002540000107

    Article  Google Scholar 

  • Andrade A, Stigter T (2013) The distribution of arsenic in shallow alluvial groundwater under agricultural land in central Portugal: insights from multivariate geostatistical modelling. Sci Total Environ 449:37–51

    Article  Google Scholar 

  • Baig JA, KaziTG SAQ, Kandhro GA, Afridi HI, Arain MB, Jamali MK, Jalbani N (2010) Speciation and evaluation of Arsenic in surface water and groundwater samples: a multivariate case study. Ecotoxicol Environ Saf 73:914–923

    Article  Google Scholar 

  • Bauer M, Blodau C (2006) Mobilization of arsenic by dissolved organic matter from iron oxides, soils and sediments. Sci Total Environ 354:179–190. https://doi.org/10.1016/j.scitotenv.2005.01.027

    Article  Google Scholar 

  • BGS (British Geological Survey) (1999) Groundwater studies for arsenic contamination in Bangladesh. Main Report and Supplemental Volumes 1–3. Government of the Peoples Republic of Bangladesh, Ministry of Local Government, Rural Development and Cooperatives, Department of Public Health Engineering, Dhaka, Bangladesh and Mott MacDonald International Ltd., United Kingdom

  • Brown CE, Brown CE (1998) Applied multivariate statistics in geohydrology and related sciences. Springer, Berlin

    Book  Google Scholar 

  • Burgess WG, Hoque MA, Michael HA, Voss CI, Breit GN, Ahmed KM (2010) Vulnerability of deep groundwater in the Bengal Aquifer System to contamination by arsenic. Nat Geosci 3:83. https://doi.org/10.1038/ngeo750

    Article  Google Scholar 

  • Chakraborti D, Das B, Rahman MM, Chowdhury UK, Biswas B, Goswami AB, Nayak B, Pal A, Sengupta MK, Hossain S, Basu G, Roychowdhury T, Das D (2009) Status of groundwater arsenic contamination in the state of West Bengal, India: a 20-year study report. Mol Nutr Food Res 53:542–551. https://doi.org/10.1002/mnfr.200700517

    Article  Google Scholar 

  • Cummings DE, Caccavo F Jr, Fendorf S, Rosenzweig RF (1999) Arsenic mobilization by the dissimilatory Fe(III)-reducing bacterium shewanella-alga BrY. Environ Sci Technol 33:723–729

    Article  Google Scholar 

  • Das D, Samanta G, Mandal BK, Chowdhury TR, Chanda CR, Chowdhury PP, Basu GK, Chakraborti D (1996) Arsenic in groundwater in six districts of West Bengal, India. Environ Geochem Health 18:5–15 

    Article  Google Scholar 

  • Dasgupta S, Chakravarty P, Gangopadhyay K, Banerjee SN, Roy S, Ghosh S (2017) Fluvial architecture of the Lower Ganges Delta, West Bengal: Constraints from History, Archaeology, Quaternary Geology and Geomorphology. Pratna Samiksha 8:11–26

    Google Scholar 

  • Datta DK, Subramanian V (1997) Texture and mineralogy of sediments from the Ganges-Brahmaputra-Meghna river system in the Bengal Basin, Bangladesh and their environmental implications. Environ Geol 30:181–188

    Article  Google Scholar 

  • Datta S, Neal AW, Mohajerin TJ, Ocheltree T, Rosenheim BE, White CD, Johannesson KH (2011) Perennial ponds are not an important source of water or dissolved organic matter to groundwaters with high arsenic concentrations in West Bengal, India. Geophys Res Lett 38:1–5. https://doi.org/10.1029/2011GL049301

    Article  Google Scholar 

  • Desbarats AJ, Koenig C, Pal T, Mukherjee PK, Beckie RD (2014) Groundwater flow dynamics and arsenic source characterization in an aquifer system of West Bengal, India. Water Resour Res 50:4974–5002

    Article  Google Scholar 

  • Desbarats AJ, Pal T, Mukherjee PK, Beckie RD (2017) Geochemical evolution of groundwater flowing through arsenic source sediments in an aquifer system of West Bengal, India. Water Resour Res 53:8715–8735. https://doi.org/10.1002/2017WR020863

    Article  Google Scholar 

  • Donselaar ME, Bhatt AG, Ghosh AK (2017) On the relation between fluvio-deltaic flood basin geomorphology and the wide-spread occurrence of arsenic pollution in shallow aquifers. Sci Total Environ 574:901–913

    Article  Google Scholar 

  • Dowling CB, Poreda RJ, Basu AR, Peters SL (2002) Geochemical study of arsenic release mechanisms in the Bengal basin groundwater. Water Res Res 38:1173–1190

    Article  Google Scholar 

  • Eiche E, Neumann T, Berg M, Weinman B, van Geen A, Norra S, Berner Z, Trang PTK, Viet PH, Stuben D (2008) Geochemical processes underlying a sharp contrast in groundwater arsenic concentrations in a village on the Red River delta, Vietnam. Appl Geochem 23:3143–3154. https://doi.org/10.1016/j.apgeochem.2008.06.023

    Article  Google Scholar 

  • Eqani SA, Malik RN, Mohammad A (2011) The level and distribution of selected organochlorine pesticides in sediments from River Chenab, Pakistan. Environ Geochem Health 33:33–47

    Article  Google Scholar 

  • Fendorf S, Michael H, Van Geen A (2010) Spatial and temporal variations of groundwater arsenic in South and Southeast Asia. Science 328:1123–1127. https://doi.org/10.1126/science.1172974

    Article  Google Scholar 

  • Flanagan S, Johnston R, Zheng Y (2012) Arsenic in tube well water in Bangladesh: health and economic impacts and implications for arsenic mitigation. Bull World Health Organ 90:839–846. https://doi.org/10.2471/BLT.11.101253

    Article  Google Scholar 

  • Harvey CF, Swartz CH, Badruzzaman ABM, Keon-Blute N, Yu W, Ali MA, Ahmed MF (2002) Arsenic mobility and groundwater extraction in Bangladesh. Science 298:1602–1606

    Article  Google Scholar 

  • Harvey CF, Christopher SH, Badruzzaman ABM, Keon-Blute N, Yu W, Ali MA, Jenny J, Beckie R, Niedan V, Brabander D, Oates PM, Ashfaque KN, Islam S, Hemond HF, Ahmed MF (2005) Groundwater arsenic contamination on the Ganges Delta: biogeochemistry, hydrology, human perturbations, and human suffering on a large scale. C.R. Geoscience 337:285–296

    Article  Google Scholar 

  • Harvey CF, Ashfaque KN, Yu W, Badruzzaman BM, Ali MA, Oates PM, Ahmed MF (2006) Groundwater dynamics and arsenic contamination in Bangladesh. Chem Geol 228:112–136. https://doi.org/10.1016/j.chemgeo.2005.11.025

    Article  Google Scholar 

  • Hasan MA, Ahmed KM, Sracek O, Bhattacharya P, Brömssen M, Broms S, Fogelstrom J, Mazumder ML, Jacks G (2007) Arsenic in shallow groundwater of Bangladesh: investigations from three different physiographic settings. Hydrogeol J 15:1507–1522. https://doi.org/10.1007/s10040-007-0203-z

    Article  Google Scholar 

  • Herbel M, Fendorf S (2006) Biogeochemical processes controlling the speciation and transport of arsenic within the iron coated sands. Chem Geol 228:16–32

    Article  Google Scholar 

  • Hoque MA, Burgess WG, Shamsudduha M, Ahmed KM (2011) Delineating low arsenic groundwater environments in the Bengal Aquifer System, Bangladesh. Appl Geochem 26:614–623. https://doi.org/10.1016/j.apgeochem.2011.01.018

    Article  Google Scholar 

  • Horneman A, van Geen A, Kent DV, Zheng MPE, Y, Dhar RK, O’Connel S, Hoque MA, Aziz Z, Shamsudduha M, Seddique AA, Ahmed KM, (2004) Decoupling of As and Fe release to Bangladesh groundwater under reducing conditions. Part I: evidence from sediment profiles. Geochim Cosmochim Acta 68:3459–3473

    Article  Google Scholar 

  • Hotelling H (1933) Analysis of a complex of statistical variables into principal components. J Educ Psychol 24:417

    Article  Google Scholar 

  • Jalbani N, Kazi TG, Arain BM, Jamali MK, Afridi HI (2007) Evaluation of total contents of Al, As, Ca, Cd, Fe, K, Mg, Ni, Pb, Zn and their fractions leached to the infusions of different tea samples. A multivariate study. Chem Speciat Bioavailab 19:163–173. https://doi.org/10.3184/095422907X255884

    Article  Google Scholar 

  • Jiang Y, Guoa H, Jia Y, Caoa Y, Chao Hub C (2015) Principal component analysis and hierarchical cluster analyses of arsenic groundwater geochemistry in the Hetao basin, Inner Mongolia. Chemie der Erde 75:197–205. https://doi.org/10.1016/j.chemer.2014.12.002

    Article  Google Scholar 

  • Kinniburg DG, Smedley PL (2001) Arsenic contamination of groundwater in Bangladesh, BGS Technical Report WC/00/19(1), 1–14

  • Knappett PSK, Mailloux BJ, Choudhury I, Khan MR, Michael HA, Barua S, Mondalh DR, Steckler MS, Akhter SH, Ahmedd KM, Bostick B, Harvey CF, Shamsudduhak M, Shuai P, Mihajlov I, Mozumder R, Van Geen A (2016) Vulnerability of low-arsenic aquifers to municipal pumping in Bangladesh. J Hydrol 539:674–686. https://doi.org/10.1016/j.jhydrol.2016.05.035

    Article  Google Scholar 

  • Kulkarni HV, Mladenov N, Datta S, Chatterjee D (2018a) Influence of monsoonal recharge on arsenic and dissolved organic matter in the Holocene and Pleistocene aquifers of the Bengal Basin. Sci Total Environ 637–638:588–599

    Article  Google Scholar 

  • Kulkarni H, Mladenov N, McKnight DM, Zheng Y, Kirk MF, Nemergut DR (2018b) Dissolved fulvic acids from a high arsenic aquifer shuttle electron to enhance microbial iron reduction. Sci Total Environ 615:1390–1395. https://doi.org/10.1016/j.scitotenv.2017.09.164

    Article  Google Scholar 

  • Lawson M, Polya DA, Boyce AJ, Bryant C, Mondal D, Shantz A, Ballentine CJ (2013) Pond-derived organic carbon driving changes in arsenic hazard found in Asian groundwaters. Environ Sci Technol 47:7085–7094

    Article  Google Scholar 

  • Lawson M, Polya DA, Boyce AJ, Bryant C, Ballentine CJ (2016) Tracing organic matter composition and distribution and its role on arsenic release in shallow Cambodian groundwaters. Geochim Cosmochim Acta 178:160–177. https://doi.org/10.1016/j.gca.2016.01.010

    Article  Google Scholar 

  • Lim MS, Yeo IW, Clement TP, Roh Y, Lee KK (2007) Mathematical model for predicting microbial reduction and transport of arsenic in groundwater systems. Water Res 41:2079–2088

    Article  Google Scholar 

  • Liu G, Fernandez A, Cai Y (2011) Complexation of arsenite with humic acid in the presence of ferric Iron. Environ Sci Technol 45:3210–3216. https://doi.org/10.1021/es102931p

    Article  Google Scholar 

  • Lu KL, Liu CW, Jang CS (2012) Using multivariate statistical methods to assess the groundwater quality in an arsenic-contaminated area of South western Taiwan. Environ Monit Assess 184:6071–6085

    Article  Google Scholar 

  • Macur RE, Jackson CR, Botero LM, Mcdermott TR, Inskeep WP (2004) Bacterial populations associated with the oxidation and reduction of arsenic in an unsaturated soil. Environ Sci Technol 38:104–111

    Article  Google Scholar 

  • Mahmud R, Inoue N, Sen R (2007) Assessment of irrigation water quality by using principal component analysis in an arsenic affected area of Bangladesh. J Soil Nat 1:08–17

    Google Scholar 

  • Mailloux BJ, Trembath-Reichert E, Cheung J, Watson M, Stute M, Freyer GA, van Geen A (2013) Advection of surface-derived organic carbon fuels microbial reduction in Bangladesh groundwater. Proc Natl Acad Sci U S A 110:5331–5335

    Article  Google Scholar 

  • McArthur JM, Ravenscroft S, Safiullah S, Thirlwall MF (2001) Arsenic in groundwater: testing pollution mechanisms for sedimentary aquifers in Bangladesh. Water Resour Res 37:109–117

    Article  Google Scholar 

  • McArthur JM, Banerjee DM, Hudson-Edwards KA, Mishra R, Purohit R, Ravenscroft P, Cronin A, Howarth RJ, Chatterjee A, Talukder T, Lowry D, Houghton S, Chadha DK (2004) Natural organic matter in sedimentary basins and its relation to arsenic in anoxic groundwater: the example of West Bengal and its worldwide implications. Appl Geochem 19:1255–1293. https://doi.org/10.1016/j.apgeochem.2004.02.001

    Article  Google Scholar 

  • Mok WM, Wai CM (1994) Mobilization of As in contaminated river waters. In: Nriagu JO (ed) Arsenic in the environment, part 1, cycling and characterisation. Wiley, New York, pp 99–117

    Google Scholar 

  • Moran MA, Sheldon WM, Zepp RG (2000) Carbon loss and optical property changes during long-term photochemical and biological degradation of estuarine dissolved organic matter. Limnol Oceanogr 45:1254–1264. https://doi.org/10.4319/lo.2000.45.6.1254

    Article  Google Scholar 

  • Mukherjee A, Fryar AE (2008) Deeper groundwater chemistry and geochemical modeling ofthe arsenic affected western Bengal basin, West Bengal, India. Appl Geochem 23:863–894

    Article  Google Scholar 

  • Mukherjee PK, Pal T, Sengupta S, Shome S (2001) The arsenic-rich phases in aquifer sediments from southern West Bengal, India. J Geol Soc India 58:173–176

    Google Scholar 

  • Mukherjee PK, Pal T, Chattopadhyay S (2010) Role of geomorphic elements on distribution of arsenic in groundwater – a case study in parts of Murshidabad and Nadia districts, West Bengal. Indian Journal of Geosciences 64:77–86

    Google Scholar 

  • Mukherjee A, Scanlon BR, Fryar AE, Saha D, Ghosh A, Chowdhuri S, Mishra R (2012) Solute chemistry and arsenic fate in aquifers between the Himalayan foothills and Indian craton (including central Gangetic plain): influence of geology and geomorphology. Geochim Cosmochim Acta 90:283–302

    Article  Google Scholar 

  • Mukhopadhyay B, Mukherjee PK, Bhattacharya D, Sengupta S (2006) Delineation of arsenic-contaminated zones in Bengal Delta, India: a geographic information system and fractal approach. Environ Geol 49:1009–1020. https://doi.org/10.1007/s00254-005-0139-3

    Article  Google Scholar 

  • Nath B, Berner Z, Chatterjee D, Basu Mallik S, Stüben D (2008a) Mobility of arsenic in West Bengal aquifers conducting low and high groundwater arsenic. Part II: comparative geochemical profile and leaching study. Appl Geochem 23:996–1011

    Article  Google Scholar 

  • Nath B, Stüben D, Basu Mallik S, Chatterjee D, Charlet L (2008b) Mobility of arsenic in West Bengal aquifers conducting low and high groundwater arsenic. Part I: Comparative hydrochemical and hydrogeological characteristics. Appl Geochem 23:977–995

    Article  Google Scholar 

  • Neidhardt H, Biswas A, Freikowski D, Majumder S, Chatterjee D, Berner ZA (2013) Reconstructing the sedimentation history of the Bengal Delta Plain by means of geochemical and stable isotopic data. Appl Geochem 36:70–82. https://doi.org/10.1016/j.apgeochem.2013.06.017

    Article  Google Scholar 

  • Neumann RB, Ashfaque KN, Badruzzaman ABM, Ali MA, Shoemaker JK, Harvey CF (2010) Anthropogenic influence on groundwater arsenic concentrations in Bangladesh. Nat Geosci 3:46–52

    Article  Google Scholar 

  • Neumann RB, Pracht LE, Polizzotto ML, Badruzzaman ABM, Ali MA (2014) Biodegradable organic carbon in sediments of an arsenic-contaminated aquifer in Bangladesh. Environ Sci Technol Lett 1:221–225. https://doi.org/10.1021/ez5000644

    Article  Google Scholar 

  • Nickson R, McArthur J, Burges W, Ahmed KM, Ravenscroft P, Rahman M (1998) Arsenic poisoning in Bangladesh groundwater. Nature 395:338

    Article  Google Scholar 

  • Nickson RT, McArthur JM, Ravenscroft P, Burges WG, Ahmed KM (2000) Mechanism of arsenic release to groundwater, Bangladesh and West Bengal. Appl Geochem 15:403–413

    Article  Google Scholar 

  • Pal T, Mukherjee PK (2002) Nature of arsenic pollutants in groundwater of Bengal basin – a case study from Baruipur area, West Bengal, India. Curr Sci 82:554–561

    Google Scholar 

  • Pal T, Mukherjee PK (2009) Study of subsurface geology in locating arsenic-free groundwater in Bengal delta, West Bengal, India. Environ Geol 56:1211–1225. https://doi.org/10.1007/s00254-008-1221-4

    Article  Google Scholar 

  • Pal T, Mukherjee PK, Sengupta S, Bhattacharyya AK, Shome S (2002) Arsenic pollution in groundwater of West Bengal, India- an insight into the problem by subsurface sediment analysis. Gondwana Res 5:501–512

    Article  Google Scholar 

  • Phung D, Huang C, Rutherford S, Dwirahmadi F, Chu C, Wang X, Nguyen M, Nguyen NH, Do CM, Nguyen TH, Dinh TA (2015) Temporal and spatial assessment of river surface water quality using multivariate statistical techniques: a study in Can Tho City, a Mekong Delta area, Vietnam. Environ Monit Assess 187:229

    Article  Google Scholar 

  • Polizzotto M, Kocar BD, Benner SG, Sampson M, Fendorf S (2008) Near-surface wetland sediments as a source of arsenic release to groundwater in Asia. Nature 454:505–508

    Article  Google Scholar 

  • Postma D, Larsen F, Hue NTM, Duc MT, Viet PH, Nhan PQ, Jessen S (2007) Arsenic in groundwater of the Red River floodplain, Vietnam: Controlling geochemical processes and reactive transport modeling. Geochim Cosmochim Acta 71:5054–5071

    Article  Google Scholar 

  • Radloff KA, Cheng Z, Rahman MW, Ahmed KA, Mailloux BI, Juhl AR, Schlosser P, van Geen A (2007) Mobilisation of arsenic during one-year incubations of grey aquifer sands from Araihazar, Bangladesh. Environ Sci Technol 41:3639–3645

    Article  Google Scholar 

  • Radloff KA, Zheng Y, Stute M, Weinman B, Bostik B, Mihajlov I, van Geen A (2017) Reversible adsorption and flushing of arsenic in a shallow, Holocene aquifer of Bangladesh. Appl Geochem 77:142–157

    Article  Google Scholar 

  • Rahman MM, Mondal D, Das B, Sengupta MK, Sad A, Hossain MA, Samal AC, Saha KC, Mukherjee SC, Dutta RN, Chakraborti D (2014) Status of groundwater arsenic contamination in all 17 blocks of Nadia district in the state of West Bengal, India: a 23-year study report. J Hydrol 518:363–372

    Article  Google Scholar 

  • Ravenscroft P, Burgess WG, Ahmed KM, Burren M, Perrin J (2005) Arsenic in groundwater of the Bengal Basin, Bangladesh: distribution, field relations and hydrogeological setting. Hydrogeol J 13:727–751

    Article  Google Scholar 

  • Roy Chowdhury T, Basu GK, Samanta G, Chanda CR, Mandal BK, Dhar RK, Biswas BK, Lodh D, Ray SL, Chakraborti D (1998) Proc. int. conf. on arsenic in groundwater in Bangladesh: causes, effects and remedies, pp 157–158

  • Saha D, Sarangam SS, Dwivedi SN, Bhartariya KG (2010) Evaluation of hydrogeochemical processes in arsenic-contaminated alluvial aquifers in parts of Mid-Ganga Basin, Bihar, Eastern India. Environ Earth Sci 61:799–811

    Article  Google Scholar 

  • Sengupta S, Mukherjee PK, Pal T, Shome S (2004) Nature and origin of arsenic carriers in shallow aquifer sediments of Bengal Delta, India. Environ Geol 45:1071–1081

    Article  Google Scholar 

  • Sengupta S, Mcarthur JM, Sarkar A, Leng MJ, Ravenscroft P, Howarth RJ, Banerjee DM (2008) Do ponds cause arsenic-pollution of groundwater in the Bengal Basin? An answer from West Bengal. Environ Sci Technol 42:5156–5164. https://doi.org/10.1021/es702988m

    Article  Google Scholar 

  • Sengupta S, Bhattacharya D, Mukherjee PK (2003) Nature and causes of arsenic contamination in groundwater from West Bengal Delta. In: Proceeding 7th international conference on the biogeochemistry of trace elements, Uppsala., Abstract vol 2, pp 114–115

  • Sharma P, Ofner J, Kappler A (2010) Formation of binary and ternary colloids and dissolved complexes of organic matter, Fe and As. Environ Sci Technol 44:4479–4485. https://doi.org/10.1021/es100066s

    Article  Google Scholar 

  • Smedley PL, Kinniburgh DG (2002) A review of the source, behaviour and distribution of arsenic in natural waters. Appl Geochem 17:517–568

    Article  Google Scholar 

  • Stuben D, Berner Z, Chandrasekharam D, Karmakar J (2003) Arsenic enrichment in groundwater of West Bengal, India: geochemical evidence for mobilization of As under reducing conditions. Appl Geochem 18:1417–1434

    Article  Google Scholar 

  • Stute M, Zheng Y, Schlosser P, Horneman A, Dhar RK, Datta S, van Geen A (2007) Hydrological control of As concentrations in Bangladesh groundwater. Water Resour Res 43:W09417

    Article  Google Scholar 

  • Swartz CH, Keon Blute NN, Badruzzman B, Ali A, Brabander D, Jay J, Harvey CF (2004) Mobility of arsenic in a Bangladesh aquifer: Inferences from geochemical profiles, leaching data, and mineralogical characterization. Geochim Cosmochim Acta 68:4539–4557

    Article  Google Scholar 

  • Thornton I (1996) Sources and pathways of As in the geochemical environment: health implications. In: Appleton JD, Fuge R, McCall GJH (eds) Environmental geochemistry and health, vol 113, pp 153–161 (Geol. Soc. Spec. Publ.)

  • Van Geen A, Zheng Y, Versteeg R, Stute M, Horneman A, Dhar R, Steckler M, Gelman A, Small C, Ahsan H, Graziano JH, Hussain I, Ahmed KM (2003) Spatial variability of arsenic in 6000 tube wells in a 25 km2 area of Bangladesh. Water Resour Res 39:1140

    Google Scholar 

  • Wasserman GA, Liu X, Parvez F, Ahsan H, Levy D, Factor-Litvak P et al (2006) Water manganese exposure and children’s intellectual function in Araihazar, Bangladesh. Environ Health Perspect 114:124–129

    Article  Google Scholar 

  • Yu W, Harvey CM, Harvey CF (2003) Arsenic in groundwater in Bangladesh: a geostatistical and epidemiological framework for estimating health effects and evaluating remedies. Water Resour Res 39:1146

    Article  Google Scholar 

Download references

Acknowledgements

The work has been carried out under FSP Code: M3CSDB/NC/CHQ//2019/26849; M3CSDB/NC/CHQ//2019/30102 of Geological Survey of India, Government of India, for the field seasons 2019-2020 and 2020-2021 respectively. The authors are thankful to Prof. Olaf Kolditz, Editor-in-Chief; and three anonymous reviewers for giving thoughtful insights which have significantly improved the presentation, scientific and technical contents of the paper. The authors are indebted to Dr. Saju Varghese, Senior Geologist, Marine and Coastal Survey Division, Geological Survey of India, Mangalore, India for carrying out the PCA and HACA analyses on the groundwater data, whose results are one of the backbones of this paper.

Funding

The work is funded under FSP Code: M3CSDB/NC/CHQ//2019/26849; M3CSDB/NC/CHQ//2019/30102 by Geological Survey of India, Government of India, for the field seasons 2019–2020 and 2020–2021, respectively.

Author information

Authors and Affiliations

Authors

Contributions

D. S., P. K. M., and B. M. conceived the idea; B. M. and D. S. wrote the manuscript and subsequently improved with inputs from all authors. All the authors contributed during analyzing & interpreting field data, and final editing of the paper.

Corresponding author

Correspondence to Basab Mukhopadhyay.

Ethics declarations

Conflict of interest

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.

Additional information

Publisher's Note

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

Rights and permissions

Springer Nature or its licensor 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

Sengupta, D., Mukherjee, P.K., Mukhopadhyay, B. et al. Multivariate statistics on groundwater geochemical data to identify arsenic release mechanism and related microenvironments: a case study from West Bengal, India. Environ Earth Sci 81, 439 (2022). https://doi.org/10.1007/s12665-022-10571-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s12665-022-10571-x

Keywords

Navigation