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Climate change impacts on aflatoxin B(1) in maize and aflatoxin M(1) in milk: A case study of maize grown in Eastern Europe and imported to the Netherlands
Various models and datasets related to aflatoxins in the maize and dairy production chain have been developed and used but they have not yet been linked with each other. This study aimed to investigate the impacts of climate change on aflatoxin B(1) production in maize and its consequences on aflato...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6597076/ https://www.ncbi.nlm.nih.gov/pubmed/31247003 http://dx.doi.org/10.1371/journal.pone.0218956 |
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author | Van der Fels-Klerx, H. J. Vermeulen, L. C. Gavai, A. K. Liu, C. |
author_facet | Van der Fels-Klerx, H. J. Vermeulen, L. C. Gavai, A. K. Liu, C. |
author_sort | Van der Fels-Klerx, H. J. |
collection | PubMed |
description | Various models and datasets related to aflatoxins in the maize and dairy production chain have been developed and used but they have not yet been linked with each other. This study aimed to investigate the impacts of climate change on aflatoxin B(1) production in maize and its consequences on aflatoxin M(1) contamination in dairy cow’s milk, using a full chain modelling approach. To this end, available models and input data were chained together in a modelling framework. As a case study, we focused on maize grown in Eastern Europe and imported to the Netherlands to be fed–as part of dairy cows’ compound feed–to dairy cows in the Netherlands. Three different climate models, one aflatoxin B(1) prediction model and five different carryover models were used. For this particular case study of East European maize, most of the calculations suggest an increase (up to 50%) of maximum mean aflatoxin M(1) in milk by 2030, except for one climate (DMI) model suggesting a decrease. Results from all combinations of carryover and climate models suggest a similar or slight increase (up to 0.6%) of the chance of finding aflatoxin M(1) in milk above the EC limit of 0.05 μg/kg by 2030. Results varied mainly with the climate model data and carryover model considered. The model framework infrastructure is flexible so that forecasting models for other mycotoxins or other food safety hazards as well as other production chains, together with necessary input databases, can easily be included as well. This modelling framework for the first time links datasets and models related to aflatoxin B(1) in maize and related aflatoxin M(1) the dairy production chain to obtain a unique predictive methodology based on Monte Carlo simulation. Such an integrated approach with scenario analysis provides possibilities for policy makers and risk managers to study the effects of changes in the beginning of the chain on the end product. |
format | Online Article Text |
id | pubmed-6597076 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-65970762019-07-05 Climate change impacts on aflatoxin B(1) in maize and aflatoxin M(1) in milk: A case study of maize grown in Eastern Europe and imported to the Netherlands Van der Fels-Klerx, H. J. Vermeulen, L. C. Gavai, A. K. Liu, C. PLoS One Research Article Various models and datasets related to aflatoxins in the maize and dairy production chain have been developed and used but they have not yet been linked with each other. This study aimed to investigate the impacts of climate change on aflatoxin B(1) production in maize and its consequences on aflatoxin M(1) contamination in dairy cow’s milk, using a full chain modelling approach. To this end, available models and input data were chained together in a modelling framework. As a case study, we focused on maize grown in Eastern Europe and imported to the Netherlands to be fed–as part of dairy cows’ compound feed–to dairy cows in the Netherlands. Three different climate models, one aflatoxin B(1) prediction model and five different carryover models were used. For this particular case study of East European maize, most of the calculations suggest an increase (up to 50%) of maximum mean aflatoxin M(1) in milk by 2030, except for one climate (DMI) model suggesting a decrease. Results from all combinations of carryover and climate models suggest a similar or slight increase (up to 0.6%) of the chance of finding aflatoxin M(1) in milk above the EC limit of 0.05 μg/kg by 2030. Results varied mainly with the climate model data and carryover model considered. The model framework infrastructure is flexible so that forecasting models for other mycotoxins or other food safety hazards as well as other production chains, together with necessary input databases, can easily be included as well. This modelling framework for the first time links datasets and models related to aflatoxin B(1) in maize and related aflatoxin M(1) the dairy production chain to obtain a unique predictive methodology based on Monte Carlo simulation. Such an integrated approach with scenario analysis provides possibilities for policy makers and risk managers to study the effects of changes in the beginning of the chain on the end product. Public Library of Science 2019-06-27 /pmc/articles/PMC6597076/ /pubmed/31247003 http://dx.doi.org/10.1371/journal.pone.0218956 Text en © 2019 Van der Fels-Klerx et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Van der Fels-Klerx, H. J. Vermeulen, L. C. Gavai, A. K. Liu, C. Climate change impacts on aflatoxin B(1) in maize and aflatoxin M(1) in milk: A case study of maize grown in Eastern Europe and imported to the Netherlands |
title | Climate change impacts on aflatoxin B(1) in maize and aflatoxin M(1) in milk: A case study of maize grown in Eastern Europe and imported to the Netherlands |
title_full | Climate change impacts on aflatoxin B(1) in maize and aflatoxin M(1) in milk: A case study of maize grown in Eastern Europe and imported to the Netherlands |
title_fullStr | Climate change impacts on aflatoxin B(1) in maize and aflatoxin M(1) in milk: A case study of maize grown in Eastern Europe and imported to the Netherlands |
title_full_unstemmed | Climate change impacts on aflatoxin B(1) in maize and aflatoxin M(1) in milk: A case study of maize grown in Eastern Europe and imported to the Netherlands |
title_short | Climate change impacts on aflatoxin B(1) in maize and aflatoxin M(1) in milk: A case study of maize grown in Eastern Europe and imported to the Netherlands |
title_sort | climate change impacts on aflatoxin b(1) in maize and aflatoxin m(1) in milk: a case study of maize grown in eastern europe and imported to the netherlands |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6597076/ https://www.ncbi.nlm.nih.gov/pubmed/31247003 http://dx.doi.org/10.1371/journal.pone.0218956 |
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