Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, Peru

Abstract The study evaluated microbial and Potentially Toxic Elements—PTEs risks in high Andean river water in Peru using Monte Carlo simulation. A total of 144 water samples were collected from four rivers and evaluated for physicochemical parameters, PTEs and bacterial pathogens. The microbial ris...

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Main Authors: María Custodio, Richard Peñaloza, Salomé Ochoa, Heidi De la Cruz, Ciro Rodríguez, Walter Cuadrado
Format: Article
Language:English
Published: Nature Portfolio 2023-12-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-48853-4
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author María Custodio
Richard Peñaloza
Salomé Ochoa
Heidi De la Cruz
Ciro Rodríguez
Walter Cuadrado
author_facet María Custodio
Richard Peñaloza
Salomé Ochoa
Heidi De la Cruz
Ciro Rodríguez
Walter Cuadrado
author_sort María Custodio
collection DOAJ
description Abstract The study evaluated microbial and Potentially Toxic Elements—PTEs risks in high Andean river water in Peru using Monte Carlo simulation. A total of 144 water samples were collected from four rivers and evaluated for physicochemical parameters, PTEs and bacterial pathogens. The microbial risk analysis for exposure to pathogens present in the water was based on the probability of occurrence of diseases associated with Escherichia coli, Pseudomonas aeruginosa and enterococci. PTEs risk analysis was performed using a Monte Carlo simulation approach. The results showed that the highest microbial risk due to exposure to water contaminated by E. coli, P. aeruginosa and enterococci was recorded in the Miraflores and Chia rivers. Meanwhile, the analysis of carcinogenic and non-carcinogenic risk by PTEs in adults and children revealed that the Chia river presents a high risk of contamination by PTEs, especially the carcinogenic risk for children. The Monte Carlo simulation indicated a 56.16% and 94.85% probability of exceeding the limit value of 0.0001 for carcinogenic risk in adults and children, respectively. It can be concluded that children consuming the waters of the Chia river are potentially at risk of As toxicity.
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spelling doaj.art-4b67c9e7acd1427484174b6c26684dcc2023-12-10T12:19:05ZengNature PortfolioScientific Reports2045-23222023-12-0113111310.1038/s41598-023-48853-4Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, PeruMaría Custodio0Richard Peñaloza1Salomé Ochoa2Heidi De la Cruz3Ciro Rodríguez4Walter Cuadrado5Centro de Investigación en Medicina de Altura y Medio Ambiente, Facultad de Medicina Humana, Universidad Nacional del Centro del PerúCentro de Investigación en Medicina de Altura y Medio Ambiente, Facultad de Medicina Humana, Universidad Nacional del Centro del PerúCentro de Investigación en Medicina de Altura y Medio Ambiente, Facultad de Medicina Humana, Universidad Nacional del Centro del PerúFacultad de Ingeniería Química, Universidad Nacional del Centro del PerúCentro de Investigación en Medicina de Altura y Medio Ambiente, Facultad de Medicina Humana, Universidad Nacional del Centro del PerúUniversidad Nacional Autónoma Altoandina de TarmaAbstract The study evaluated microbial and Potentially Toxic Elements—PTEs risks in high Andean river water in Peru using Monte Carlo simulation. A total of 144 water samples were collected from four rivers and evaluated for physicochemical parameters, PTEs and bacterial pathogens. The microbial risk analysis for exposure to pathogens present in the water was based on the probability of occurrence of diseases associated with Escherichia coli, Pseudomonas aeruginosa and enterococci. PTEs risk analysis was performed using a Monte Carlo simulation approach. The results showed that the highest microbial risk due to exposure to water contaminated by E. coli, P. aeruginosa and enterococci was recorded in the Miraflores and Chia rivers. Meanwhile, the analysis of carcinogenic and non-carcinogenic risk by PTEs in adults and children revealed that the Chia river presents a high risk of contamination by PTEs, especially the carcinogenic risk for children. The Monte Carlo simulation indicated a 56.16% and 94.85% probability of exceeding the limit value of 0.0001 for carcinogenic risk in adults and children, respectively. It can be concluded that children consuming the waters of the Chia river are potentially at risk of As toxicity.https://doi.org/10.1038/s41598-023-48853-4
spellingShingle María Custodio
Richard Peñaloza
Salomé Ochoa
Heidi De la Cruz
Ciro Rodríguez
Walter Cuadrado
Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, Peru
Scientific Reports
title Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, Peru
title_full Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, Peru
title_fullStr Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, Peru
title_full_unstemmed Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, Peru
title_short Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, Peru
title_sort microbial and potentially toxic elements risk assessment in high andean river water based on monte carlo simulation peru
url https://doi.org/10.1038/s41598-023-48853-4
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