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Mohammaddost A, Mohammadi Z, Rezaei M, Pourghasemi HR, Farahmand A. Assessment of groundwater vulnerability in an urban area: a comparative study based on DRASTIC, EBF, and LR models. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:72908-72928. [PMID: 35619000 DOI: 10.1007/s11356-022-20767-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 05/08/2022] [Indexed: 06/15/2023]
Abstract
The groundwater vulnerability assessment is known as a useful tool for predicting and prevention of groundwater pollution. This study targets the DRASTIC, evidential belief function (EBF), and logistic regression (LR) models to assess vulnerability in Kabul aquifers, Afghanistan Country. The growth of urban sprawl, groundwater overexploitation, and lack of suitable municipal sewage systems as anthropogenic sources have been the main potential to increase groundwater contaminants such as nitrate in the study area. The vulnerability map has been developed based on various effective factors including altitude, slope (percentage rise), aspect, curvature, land-use type, drainage density, distance from river, annual mean precipitation, net recharge, geology/lithology units, the impact of the vadose zone, aquifer media, depth to water (unsaturated zone), saturated zone, drawdown, and hydraulic conductivity. To identify groundwater pollution, the spatial variation of nitrate concentration data in 2018 was considered indication of groundwater pollution. Based on descriptive statistics, the value of 2.65 mg/l (the median of the pixel values of nitrate map) was selected as a threshold to differentiate the occurrence and non-occurrence of pollution. The groundwater quality data were selected and randomly divided into two datasets for training and validation, including 70% and 30%, respectively. The success-rate and prediction-rate curves were computed based on the receiver operating characteristic (ROC) curve and the area under the curve (AUC) to estimate the efficiency of models. The ROC-AUC of success rates for EBF, LR, and DRASTIC models were estimated to be 67%, 66%, and 52%, respectively. Moreover, the ROC-AUC of the prediction rates of the EBF, LR, and DRASTIC models were obtained 61%, 63%, and 55%, respectively. Based on correlation between mean nitrate concentration and the mean vulnerability indexes in each model, the EBF model is the most compatible with the current developed vulnerability zones as the role of mankind in changing the environment in real conditions in comparison to LR and DRASTIC models.
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Affiliation(s)
- Alimahdi Mohammaddost
- Department of Earth Sciences, Faculty of Sciences, Shiraz University, Shiraz, 7146713565, Iran
| | - Zargham Mohammadi
- Department of Earth Sciences, Faculty of Sciences, Shiraz University, Shiraz, 7146713565, Iran.
| | - Mohsen Rezaei
- Department of Earth Sciences, Faculty of Sciences, Shiraz University, Shiraz, 7146713565, Iran
| | - Hamid Reza Pourghasemi
- Department of Natural Resources and Environmental Engineering, College of Agriculture, Shiraz University, Shiraz, Iran
| | - Asadullah Farahmand
- Groundwater Resources Directorate, National Water Affairs Regulation Authority, Kabul, Afghanistan
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Seetha N, Hassanizadeh SM. A two-way coupled model for the co-transport of two different colloids in porous media. JOURNAL OF CONTAMINANT HYDROLOGY 2022; 244:103922. [PMID: 34864473 DOI: 10.1016/j.jconhyd.2021.103922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 10/04/2021] [Accepted: 11/13/2021] [Indexed: 06/13/2023]
Abstract
Models for the co-transport of two different colloids commonly assume a one-way coupling. This is because often a large colloid and small colloid are involved. Therefore, they assume that the spread of smaller colloid is affected by the transport of larger colloids, but not the other way around. However, a number of studies have shown that this assumption is not valid, even for large and small colloids. Therefore, in this study, a two-way coupled model is developed to simulate the co-transport of two different colloids in porous media and their effect on each other. We have considered the interactions of the two colloids with the grain surface, kinetics of heteroaggregation (of the two colloids), and heteroaggregate deposition onto the grain surface. We assumed a first-order kinetic model to represent heteroaggregate formation and its deposition on the grain surface. The model is evaluated by fitting the experimental data reported in four different papers from the literature on the co-transport of clay colloids and viruses, bacteria and graphene oxide nanoparticles, and clay colloids and graphene oxide nanoparticles. The model performance is compared with the commonly-used one-way coupled model. The two-way coupled model is found to satisfactorily simulate most of the experimental conditions reported in the above papers, except for the co-transport of montmorillonite-adenovirus, and Staphylococcus aureus- graphene oxide nanoparticles.
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Affiliation(s)
- N Seetha
- Department of Civil Engineering, Indian Institute of Technology Hyderabad, Telangana 502285, India.
| | - S Majid Hassanizadeh
- Stuttgart Center for Simulation Science (SIMTECH), Integrated Research Training Group SFB 1313, Stuttgart University, Germany; Department of Earth Sciences, Utrecht University, 3584, CB, Utrecht, The Netherlands
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Cadamuro RD, Viancelli A, Michelon W, Fonseca TG, Mass AP, Krohn DMA, Peter NRW, Fongaro G. Enteric viruses in lentic and lotic freshwater habitats from Brazil's Midwest and South regions in the Guarani Aquifer area. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:31653-31658. [PMID: 33609241 DOI: 10.1007/s11356-021-13029-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Accepted: 02/15/2021] [Indexed: 06/12/2023]
Abstract
The present study reports the monitoring of viruses indicating fecal contamination in two distinct regions affected by poor management of wastewater located above the Guarani Aquifer, which is one of the biggest freshwater reservoirs in the world. In the city of Três Lagoas (located in the Midwest region, in the state of Mato Grosso do Sul), water samples were collected from Lagoa Maior, a lake used for recreation, and in Concórdia (located in the South region, in the state of Santa Catarina), from the Queimados River, which crosses the urban area. Four sampling sites were monitored from March to July 2018 in Lagoa Maior, and four sampling sites were monitored along the urban part of the Queimados River area over two periods (rainy and dry). Water samples were analyzed by concentration of Human adenovirus (HAdV), Norovirus (NoV), Rotavirus A (RAV), and Hepatitis A virus (HAV) for the Lagoa Maior samples and RVA, HAV, and Porcine circovirus 2 (PCV2) for the Queimados River samples. All sampling sites presented enteric viruses, demonstrating fecal input and potential contamination of groundwater. Results highlight the need for wastewater management to improve environmental health quality.
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Affiliation(s)
- Rafael Dorighello Cadamuro
- Laboratory of Applied Virology, Department of Microbiology, Immunology, and Parasitology, Universidade Federal de Santa Catarina, João Pio Duarte Silva, 241, Córrego Grande, Florianópolis, SC, 88037-000, Brazil
| | - Aline Viancelli
- Universidade do Contestado, PMPECSA-UnC, Victor Sopelsa, 3000, Salete, Concórdia, SC, 89711-330, Brazil
| | - William Michelon
- Universidade do Contestado, PMPECSA-UnC, Victor Sopelsa, 3000, Salete, Concórdia, SC, 89711-330, Brazil
| | - Tauani Gabriela Fonseca
- Universidade do Contestado, PMPECSA-UnC, Victor Sopelsa, 3000, Salete, Concórdia, SC, 89711-330, Brazil
| | - Apolline Parise Mass
- Universidade do Contestado, PMPECSA-UnC, Victor Sopelsa, 3000, Salete, Concórdia, SC, 89711-330, Brazil
| | | | - Nivia Rosana Weber Peter
- Universidade do Contestado, PMPECSA-UnC, Victor Sopelsa, 3000, Salete, Concórdia, SC, 89711-330, Brazil
| | - Gislaine Fongaro
- Laboratory of Applied Virology, Department of Microbiology, Immunology, and Parasitology, Universidade Federal de Santa Catarina, João Pio Duarte Silva, 241, Córrego Grande, Florianópolis, SC, 88037-000, Brazil.
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Benediktsdóttir E, Gunnarsdóttir MJ, Ómarsdóttir BD, Sigurjónsson VÍ, Gardarsson SM. Virus inactivation in groundwater in a postglacial lava field in arctic climate. Lett Appl Microbiol 2020; 70:282-289. [PMID: 31894582 DOI: 10.1111/lam.13271] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Revised: 12/20/2019] [Accepted: 12/20/2019] [Indexed: 01/17/2023]
Abstract
Outbreaks of viral gastroenteritis are often connected to contaminated drinking water. The assessment of the water quality relies on the cultivation of indicator bacteria, and little is known of the fate of viruses in groundwater, especially in arctic regions. In Iceland, the groundwater temperature is between 3 and 6°C. The aim of this study was to determine virus inactivation at low temperature in a groundwater microcosm and in a borehole in a postglacial lava field. Two phage species that are commonly used as surrogates for norovirus were used, MS2 and PhiX174. Dialysis bags were used for the samples, and a device was constructed to hold many samples at a time and protect the samples in the borehole. No significant decrease of infective PhiX174 phages in the borehole or of the MS2 phages in the microcosm was observed. A slightly significant decrease of PhiX174 in the microcosm was noticed, with one log reduction time of 476 days. On the other hand, a significant reduction in MS2 was found in the field test, where the time needed for 90% reduction was 12·5 days. The results showed that an infective virus can exist in groundwater for months or years in arctic regions and a great difference may exist between results from microcosm and field tests. SIGNIFICANCE AND IMPACT OF THE STUDY: This study reveals that arctic regions are highly sensitive to virus contamination as an infective virus may exist in groundwater for years at low temperature. The results also show that the virus inactivation observed in field tests may differ considerably from the inactivation observed in laboratory microcosms. The results emphasize the importance of large protection zones around drinking water intakes as well as good wastewater treatment so that the likelihood of faecal contamination of groundwater is reduced.
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Affiliation(s)
- E Benediktsdóttir
- Institute of Life and Environmental Sciences, University of Iceland, Reykjavík, Iceland
| | - M J Gunnarsdóttir
- Engineering Research Institute, University of Iceland, Reykjavík, Iceland
| | - B D Ómarsdóttir
- Institute of Life and Environmental Sciences, University of Iceland, Reykjavík, Iceland
| | - V Í Sigurjónsson
- Engineering Research Institute, University of Iceland, Reykjavík, Iceland
| | - S M Gardarsson
- Engineering Research Institute, University of Iceland, Reykjavík, Iceland
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Hornstra LM, Schijven JF, Waade A, Prat GS, Smits FJC, Cirkel G, Stuyfzand PJ, Medema GJ. Transport of bacteriophage MS2 and PRD1 in saturated dune sand under suboxic conditions. WATER RESEARCH 2018; 139:158-167. [PMID: 29635152 DOI: 10.1016/j.watres.2018.03.054] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Revised: 02/23/2018] [Accepted: 03/23/2018] [Indexed: 06/08/2023]
Abstract
Soil passage of (pretreated) surface water to remove pathogenic microorganisms is a highly efficient process under oxic conditions, reducing microorganism concentrations about 8 log10 within tens of meters. However, under anoxic conditions, it has been shown that removal of microorganisms can be limited very much. Setback distances for adequate protection of natural groundwater may, therefore, be too short if anoxic conditions apply. Because removal of microorganisms under suboxic conditions is unknown, this research investigated removal of bacteriophage MS2 and PRD1 by soil passage under suboxic conditions at field scale. At the field location (dune area), one injection well and six monitoring wells were installed at different depths along three suboxic flow lines, where oxygen concentrations ranged from 0.4 to 1.7 mg/l and nitrate concentrations ranged from 13 to 16 mg/L. PRD1 and MS2 were injected directly at the corresponding depths and their removal in each flow line was determined. The highest bacteriophage removal was observed in the top layer, with about 9 log removal of MS2, and 7 log removal of PRD1 after 16 meters of aquifer transport. Less removal was observed at 12 m below surface, probably due to a higher groundwater velocity in this coarser grained layer. MS2 was removed more effectively than PRD1 under all conditions. Due to short travel times, inactivation of the phages was limited and the reported log removal was mainly associated with attachment of phages to the aquifer matrix. This study shows that attachment of MS2 and PRD1 is similar for oxic and suboxic sandy aquifers, and, therefore, setback distances used for sandy aquifers under oxic and suboxic conditions provide a similar level of safety. Sticking efficiency and the attachment rate coefficient, as measures for virus attachment, were evaluated as a function of the physico-chemical conditions.
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Affiliation(s)
- Luc M Hornstra
- KWR Watercycle Research Institute, Groningenhaven 7, 3433 PE, Nieuwegein, The Netherlands.
| | - Jack F Schijven
- National Institute for Public Health and the Environment, Bilthoven, The Netherlands; Department of Earth Sciences, University of Utrecht, Utrecht, The Netherlands
| | - Andrea Waade
- Department of Earth Sciences, University of Utrecht, Utrecht, The Netherlands
| | - Gemma Serra Prat
- KWR Watercycle Research Institute, Groningenhaven 7, 3433 PE, Nieuwegein, The Netherlands; Waternet, Amsterdam, The Netherlands
| | - Frank J C Smits
- Delft University of Technology, Stevinweg 1, 2628 CN, Delft, The Netherlands; Waternet, Amsterdam, The Netherlands
| | - Gijsbert Cirkel
- KWR Watercycle Research Institute, Groningenhaven 7, 3433 PE, Nieuwegein, The Netherlands
| | - Pieter J Stuyfzand
- KWR Watercycle Research Institute, Groningenhaven 7, 3433 PE, Nieuwegein, The Netherlands; Delft University of Technology, Stevinweg 1, 2628 CN, Delft, The Netherlands
| | - Gertjan J Medema
- KWR Watercycle Research Institute, Groningenhaven 7, 3433 PE, Nieuwegein, The Netherlands; Delft University of Technology, Stevinweg 1, 2628 CN, Delft, The Netherlands
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Schijven J, Bouwknegt M, de Roda Husman AM, Rutjes S, Sudre B, Suk JE, Semenza JC. A decision support tool to compare waterborne and foodborne infection and/or illness risks associated with climate change. RISK ANALYSIS : AN OFFICIAL PUBLICATION OF THE SOCIETY FOR RISK ANALYSIS 2013; 33:2154-67. [PMID: 23781944 DOI: 10.1111/risa.12077] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Climate change may impact waterborne and foodborne infectious disease, but to what extent is uncertain. Estimating climate-change-associated relative infection risks from exposure to viruses, bacteria, or parasites in water or food is critical for guiding adaptation measures. We present a computational tool for strategic decision making that describes the behavior of pathogens using location-specific input data under current and projected climate conditions. Pathogen-pathway combinations are available for exposure to norovirus, Campylobacter, Cryptosporidium, and noncholera Vibrio species via drinking water, bathing water, oysters, or chicken fillets. Infection risk outcomes generated by the tool under current climate conditions correspond with those published in the literature. The tool demonstrates that increasing temperatures lead to increasing risks for infection with Campylobacter from consuming raw/undercooked chicken fillet and for Vibrio from water exposure. Increasing frequencies of drought generally lead to an elevated infection risk of exposure to persistent pathogens such as norovirus and Cryptosporidium, but decreasing risk of exposure to rapidly inactivating pathogens, like Campylobacter. The opposite is the case with increasing annual precipitation; an upsurge of heavy rainfall events leads to more peaks in infection risks in all cases. The interdisciplinary tool presented here can be used to guide climate change adaptation strategies focused on infectious diseases.
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Affiliation(s)
- Jack Schijven
- National Institute of Public Health and the Environment, P.O. Box 1, 3720, BA, Bilthoven, the Netherlands
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Pitkänen T, Karinen P, Miettinen IT, Lettojärvi H, Heikkilä A, Maunula R, Aula V, Kuronen H, Vepsäläinen A, Nousiainen LL, Pelkonen S, Heinonen-Tanski H. Microbial contamination of groundwater at small community water supplies in Finland. AMBIO 2011; 40:377-90. [PMID: 21809781 PMCID: PMC3357741 DOI: 10.1007/s13280-010-0102-8] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2010] [Accepted: 10/11/2010] [Indexed: 05/22/2023]
Abstract
The raw water quality and associations between the factors considered as threats to water safety were studied in 20 groundwater supplies in central Finland in 2002-2004. Faecal contaminations indicated by the appearance of Escherichia coli or intestinal enterococci were present in five small community water supplies, all these managed by local water cooperatives. Elevated concentrations of nutrients in raw water were linked with the presence of faecal bacteria. The presence of on-site technical hazards to water safety, such as inadequate well construction and maintenance enabling surface water to enter into the well and the insufficient depth of protective soil layers above the groundwater table, showed the vulnerability of the quality of groundwater used for drinking purposes. To minimize the risk of waterborne illnesses, the vulnerable water supplies need to be identified and appropriate prevention measures such as disinfection should be applied.
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Affiliation(s)
- Tarja Pitkänen
- Department of Environmental Science, University of Eastern Finland, P.O. Box 1627, 70211 Kuopio, Finland
- Department of Environmental Health, National Institute for Health and Welfare, P.O. Box 95, 70701 Kuopio, Finland
| | - Päivi Karinen
- Department of Environmental Science, University of Eastern Finland, P.O. Box 1627, 70211 Kuopio, Finland
| | - Ilkka T. Miettinen
- Department of Environmental Health, National Institute for Health and Welfare, P.O. Box 95, 70701 Kuopio, Finland
| | - Heidi Lettojärvi
- Department of Environmental Science, University of Eastern Finland, P.O. Box 1627, 70211 Kuopio, Finland
- ÅF-Consult Oy, P.O. Box 61, 01601 Vantaa, Finland
| | - Annika Heikkilä
- Department of Environmental Science, University of Eastern Finland, P.O. Box 1627, 70211 Kuopio, Finland
- Haapaveden kaupunki, Anttilantie 6, 92620 Piippola, Finland
| | - Reetta Maunula
- Department of Environmental Science, University of Eastern Finland, P.O. Box 1627, 70211 Kuopio, Finland
| | - Vesa Aula
- Department of Environmental Science, University of Eastern Finland, P.O. Box 1627, 70211 Kuopio, Finland
| | - Henry Kuronen
- Research Department, Finnish Food Safety Authority Evira, P.O. Box 92, 70701 Kuopio, Finland
| | - Asko Vepsäläinen
- Department of Environmental Health, National Institute for Health and Welfare, P.O. Box 95, 70701 Kuopio, Finland
| | - Liina-Lotta Nousiainen
- Research Department, Finnish Food Safety Authority Evira, P.O. Box 92, 70701 Kuopio, Finland
| | - Sinikka Pelkonen
- Research Department, Finnish Food Safety Authority Evira, P.O. Box 92, 70701 Kuopio, Finland
| | - Helvi Heinonen-Tanski
- Department of Environmental Science, University of Eastern Finland, P.O. Box 1627, 70211 Kuopio, Finland
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Sadeghi G, Schijven JF, Behrends T, Hassanizadeh SM, Gerritse J, Kleingeld PJ. Systematic study of effects of pH and ionic strength on attachment of phage PRD1. GROUND WATER 2011; 49:12-19. [PMID: 21039452 DOI: 10.1111/j.1745-6584.2010.00767.x] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Objectives of this work are to investigate effects of pH and ionic strength (IS) on virus transport in saturated soil and to develop a quantitative relationship for these effects. A series of 50-cm column experiments with clean quartz sand under saturated conditions and with pH values of 5, 6, 7, 8, and IS values of 1, 10, and 20 mM were conducted. Bacteriophage PRD1 was used as a model virus. Applying a one-site kinetic model, attachment, detachment, and inactivation rate coefficients were determined from fitting breakthrough curves using the software package Hydrus-1D. Attachment rate coefficients increased with decreasing pH and increasing IS, in agreement with DLVO theory. Sticking efficiencies were calculated from the attachment rate coefficients and used to develop an empirical formula for sticking efficiency as a function of pH and IS. This relationship is applicable under unfavorable conditions for virus attachment. We compared sticking efficiencies predicted by the empirical formula with those from field and column experiments. Within the calibrated range of pH and IS, the predicted and observed sticking efficiencies are in reasonable agreement for bacteriophages PRD1 and MS2. However, the formula significantly overestimates sticking efficiencies for IS higher than 100 mM. In addition, it performs less well for viruses with different surface reactivity than PRD1 and MS2. Effects of pH and IS on detachment and inactivation rate coefficients were also investigated but the experimental results do not allow constraining these parameters with sufficient certainty.
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Affiliation(s)
- Gholamreza Sadeghi
- Department of Environmental Health Engineering, Zanjan University of Medical Sciences, Zanjan, Iran
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