Literature DB >> 30696365

Predictive model of aflatoxin contamination risk associated with granary-stored corn with versicolorin A monitoring and logistic regression.

Meng Ping Jiang1,2, Shao Yan Zheng1,2, Hao Wang1,2, Shu Yao Zhang1,2,3, Dong Sheng Yao1,2,4, Chun Fang Xie1,2,4, Da Ling Liu1,2.   

Abstract

Predictions of aflatoxin (AF) in grain at post-harvest can be useful for ensuring the safety of stored grain. Versicolorin (Ver) A, a precursor of AFB1, can serve as an early indicator of AF contamination, even when AFs themselves are present at undetectable levels. In the current research, we developed a probabilistic model based on logistic regression and Ver A levels to estimate the risk of AF contamination in stored corn. Moisture content, aflatoxigenic fungal load, and initial and maximum values of Ver A in the first three sampling cycles were experimentally determined as the four important factors for the probabilistic model. Both internal and external model validations were shown to be high at 96.4% and 93.3%, respectively. For high-risk samples, a precise model was developed to predict the maximum period of safe storage, which can be useful for decision-making by the stakeholders in feed and food supply chain. Our findings provide a basis tool for establishing an early warning system for AF contamination in granaries, which can improve global food safety.

Entities:  

Keywords:  Aflatoxin; aflatoxin contamination; logistic regression; predictive mycology; versicolorin A

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Substances:

Year:  2019        PMID: 30696365     DOI: 10.1080/19440049.2018.1562226

Source DB:  PubMed          Journal:  Food Addit Contam Part A Chem Anal Control Expo Risk Assess        ISSN: 1944-0057


  1 in total

Review 1.  Aflatoxins in Maize: Can Their Occurrence Be Effectively Managed in Africa in the Face of Climate Change and Food Insecurity?

Authors:  Queenta Ngum Nji; Olubukola Oluranti Babalola; Mulunda Mwanza
Journal:  Toxins (Basel)       Date:  2022-08-22       Impact factor: 5.075

  1 in total

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