Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Sep 2:13:1000688.
doi: 10.3389/fmicb.2022.1000688. eCollection 2022.

Probabilistic modeling and risk characterization of the chronic aflatoxin M1 exposure of Hungarian consumers

Affiliations

Probabilistic modeling and risk characterization of the chronic aflatoxin M1 exposure of Hungarian consumers

Zsuzsa Farkas et al. Front Microbiol. .

Abstract

Aflatoxin contamination can appear in various points of the food chain. If animals are fed with contaminated feed, AFB1 is transformed-among others-to aflatoxin M1 (AFM1) metabolite. AFM1 is less toxic than AFB1, but it is still genotoxic and carcinogenic and it is present in raw and processed milk and all kinds of milk products. In this article, the chronic exposure estimation and risk characterization of Hungarian consumers are presented, based on the AFM1 contamination of milk and dairy products, and calculated with a probabilistic method, the two-dimensional Monte-Carlo model. The calculations were performed using the R plugin (mc2d package) integrated into the KNIME (Konstanz Information Miner) software. The simulations were performed using data from the 2018-2020 food consumption survey. The AFM1 analytical data were derived from the Hungarian monitoring survey and 1,985 milk samples were analyzed within the framework of the joint project of the University of Debrecen and the National Food Chain Safety Office of Hungary (NÉBIH). Limited AFM1 concentrations were available for processed dairy products; therefore, a database of AFM1 processing factors for sour milk products and various cheeses was produced based on the latest literature data, and consumer exposure was calculated with the milk equivalent of the consumed quantities of these products. For risk characterization, the calculation of hazard index (HI), Margin of Exposure, and the hepatocellular carcinoma incidence were used. The results indicate that the group of toddlers that consume a large amount of milk and milk products are exposed to a certain level of health risk. The mean estimated daily intake of toddlers is in the range of 0.008-0.221 ng kg-1 bw day-1; the 97.5th percentile exposure of toddlers is between 0.013 ng kg-1 bw day-1 and 0.379 ng kg-1 bw day-1, resulting in a HI above 1. According to our study, the exposure of older age groups does not pose an emergent health risk. Nevertheless, the presence of carcinogenic compounds should be kept to a minimum in the whole population.

Keywords: AFM1; consumer groups at risk; long-term exposure; mycotoxin exposure assessment; probabilistic method.

PubMed Disclaimer

Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Figure 1
Figure 1
Relative and cumulative frequency distribution of DE and NEBIH AFM1 data.
Figure 2
Figure 2
Median values of the mean and 97.5th percentile distributions.
Figure 3
Figure 3
Cumulative frequency distributions of AFM1 exposure of toddlers, estimated by the 2D Monte Carlo method based on Box-Cox t distribution indicating the threshold used for HI calculation (dashed line), years 2019–2022.
Figure 4
Figure 4
Cumulative frequency distributions of AFM1 exposure of children, estimated by the 2D Monte Carlo method based on Box-Cox t distribution indicating the threshold used for HI calculation (dashed line), years 2019–2022.
Figure 5
Figure 5
Cumulative frequency distributions of AFM1 exposure of toddlers, indicating the threshold used for HI calculation (dashed line), years 2011–2022.
Figure 6
Figure 6
Cumulative frequency distributions of AFM1 exposure of children, indicating the threshold used for HI calculation (dashed line), years 2011–2022.

Similar articles

Cited by

References

    1. Ambrus Á., Szenczi-Cseh J., Griff T., Kerekes K., Miklós G., Vásárhelyi A., et al. (2020). Élelmiszereink mikotoxin- és növényvédőszer-maradék szennyezettségének élelmiszerbiztonsági megítélése, 2. rész Mikotoxinok. Élelmiszervizsgálati Közlemények 66, 2922–2949.
    1. Barukcic I., Bilandzic N., Markov K., Jakopovic K. L., Bozanic R. (2018). Reduction in aflatoxin M1 concentration during production and storage of selected fermented milks. Int. J. Dairy Technol. 71, 734–740. doi: 10.1111/1471-0307.12490 - DOI
    1. Britzi M., Friedman S., Miron J., Solomon R., Cuneah O., Shimshoni J. A., et al. (2013). Carry-over of aflatoxin B1 to aflatoxin M1 in high yielding Israeli cows in mid- and late-lactation. Toxins 5, 173–183. doi: 10.3390/toxins5010173, PMID: - DOI - PMC - PubMed
    1. Cattaneo T. M. P., Marinoni L., Iametti S., Monti L. (2013). Behavior of aflatoxin M1 in dairy wastes subjected to different technological treatments: ricotta cheese production, ultrafiltration and spray-drying. Food Control 32, 77–82. doi: 10.1016/j.foodcont.2012.11.007 - DOI
    1. Cavallarin L., Antoniazzi S., Giaccone D., Tabacco E., Borreani G. (2014). Transfer of aflatoxin M-1 from milk to ripened cheese in three Italian traditional production methods. Food Control 38, 174–177. doi: 10.1016/j.foodcont.2013.10.008 - DOI

LinkOut - more resources