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Published on: April 23, 2012
An integrated model for pre- and post-harvest aflatoxin contamination in maize
Richard O J H Stutt1, Matthew D Castle2,3, Peter Markwell4
1Epidemiology and Modelling Group, Department of Plant Sciences, University of Cambridge, Downing Street, Cambridge, CB2 3EA, UK. rs481@cam.ac.uk.
Aflatoxin contamination in maize poses a significant health risk. This study introduces a new model to predict and manage aflatoxin risks throughout the entire supply chain, from farm to processing.
Area of Science:
- Agricultural Science
- Food Safety
- Mycology
Background:
- Aflatoxin contamination from Aspergillus flavus in maize is a critical food safety issue affecting human and livestock health.
- Existing risk models primarily focus on pre-harvest conditions, neglecting post-harvest contamination, especially in regions with storage limitations.
Purpose of the Study:
- To develop and validate an integrated, meteorology-driven epidemiological model for predicting aflatoxin contamination.
- To cover the entire maize supply chain, from planting through delivery, including post-harvest stages.
Main Methods:
- Utilized approximate Bayesian computation to parameterize the model using six years of monthly time-series data on aflatoxin levels.
- Incorporated daily shipment data from multiple sourcing regions at a maize processing plant in South Central India.
Main Results:
- The parameterized model accurately replicated the historical aflatoxin data profiles, scale, and variance for both fitting and validation datasets.
- The model successfully illustrated the dynamics of Aspergillus flavus growth and aflatoxin production across pre- and post-harvest phases.
Conclusions:
- The integrated model provides a robust tool for understanding and predicting aflatoxin contamination dynamics.
- The model can inform decision-making for sourcing strategies and evaluate interventions to mitigate aflatoxin risks in the food supply chain.
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