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Geostatistical model of the spatial distribution of arsenic in groundwaters in Gujarat State, India
Geogenic arsenic contamination in groundwaters poses a severe health risk to hundreds of millions of people globally. Notwithstanding the particular risks to exposed populations in the Indian sub-continent, at the time of writing, there was a paucity of geostatistically based models of the spatial d...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer Netherlands
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8275508/ https://www.ncbi.nlm.nih.gov/pubmed/32653966 http://dx.doi.org/10.1007/s10653-020-00655-7 |
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author | Wu, Ruohan Podgorski, Joel Berg, Michael Polya, David A. |
author_facet | Wu, Ruohan Podgorski, Joel Berg, Michael Polya, David A. |
author_sort | Wu, Ruohan |
collection | PubMed |
description | Geogenic arsenic contamination in groundwaters poses a severe health risk to hundreds of millions of people globally. Notwithstanding the particular risks to exposed populations in the Indian sub-continent, at the time of writing, there was a paucity of geostatistically based models of the spatial distribution of groundwater hazard in India. In this study, we used logistic regression models of secondary groundwater arsenic data with research-informed secondary soil, climate and topographic variables as principal predictors generate hazard and risk maps of groundwater arsenic at a resolution of 1 km across Gujarat State. By combining models based on different arsenic concentrations, we have generated a pseudo-contour map of groundwater arsenic concentrations, which indicates greater arsenic hazard (> 10 μg/L) in the northwest, northeast and south-east parts of Kachchh District as well as northwest and southwest Banas Kantha District. The total number of people living in areas in Gujarat with groundwater arsenic concentration exceeding 10 μg/L is estimated to be around 122,000, of which we estimate approximately 49,000 people consume groundwater exceeding 10 µg/L. Using simple previously published dose–response relationships, this is estimated to have given rise to 700 (prevalence) cases of skin cancer and around 10 cases of premature avoidable mortality/annum from internal (lung, liver, bladder) cancers—that latter value is on the order of just 0.001% of internal cancers in Gujarat, reflecting the relative low groundwater arsenic hazard in Gujarat State. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10653-020-00655-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-8275508 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-82755082021-07-20 Geostatistical model of the spatial distribution of arsenic in groundwaters in Gujarat State, India Wu, Ruohan Podgorski, Joel Berg, Michael Polya, David A. Environ Geochem Health Original Paper Geogenic arsenic contamination in groundwaters poses a severe health risk to hundreds of millions of people globally. Notwithstanding the particular risks to exposed populations in the Indian sub-continent, at the time of writing, there was a paucity of geostatistically based models of the spatial distribution of groundwater hazard in India. In this study, we used logistic regression models of secondary groundwater arsenic data with research-informed secondary soil, climate and topographic variables as principal predictors generate hazard and risk maps of groundwater arsenic at a resolution of 1 km across Gujarat State. By combining models based on different arsenic concentrations, we have generated a pseudo-contour map of groundwater arsenic concentrations, which indicates greater arsenic hazard (> 10 μg/L) in the northwest, northeast and south-east parts of Kachchh District as well as northwest and southwest Banas Kantha District. The total number of people living in areas in Gujarat with groundwater arsenic concentration exceeding 10 μg/L is estimated to be around 122,000, of which we estimate approximately 49,000 people consume groundwater exceeding 10 µg/L. Using simple previously published dose–response relationships, this is estimated to have given rise to 700 (prevalence) cases of skin cancer and around 10 cases of premature avoidable mortality/annum from internal (lung, liver, bladder) cancers—that latter value is on the order of just 0.001% of internal cancers in Gujarat, reflecting the relative low groundwater arsenic hazard in Gujarat State. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10653-020-00655-7) contains supplementary material, which is available to authorized users. Springer Netherlands 2020-07-11 2021 /pmc/articles/PMC8275508/ /pubmed/32653966 http://dx.doi.org/10.1007/s10653-020-00655-7 Text en © The Author(s) 2020 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Paper Wu, Ruohan Podgorski, Joel Berg, Michael Polya, David A. Geostatistical model of the spatial distribution of arsenic in groundwaters in Gujarat State, India |
title | Geostatistical model of the spatial distribution of arsenic in groundwaters in Gujarat State, India |
title_full | Geostatistical model of the spatial distribution of arsenic in groundwaters in Gujarat State, India |
title_fullStr | Geostatistical model of the spatial distribution of arsenic in groundwaters in Gujarat State, India |
title_full_unstemmed | Geostatistical model of the spatial distribution of arsenic in groundwaters in Gujarat State, India |
title_short | Geostatistical model of the spatial distribution of arsenic in groundwaters in Gujarat State, India |
title_sort | geostatistical model of the spatial distribution of arsenic in groundwaters in gujarat state, india |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8275508/ https://www.ncbi.nlm.nih.gov/pubmed/32653966 http://dx.doi.org/10.1007/s10653-020-00655-7 |
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