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Sensitivity analysis for high quantiles of ochratoxin A exposure distribution
1Biometrics Unit, National Institute for Agricultural Research (INRA), Jouy-en-Josas, France. Isabelle.Albert@jouy.inra.fr
International Journal of Food Microbiology
|May 10, 2002
Summary
This study assessed ochratoxin A (OA) exposure in French children using Monte Carlo simulations. Sensitivity analysis revealed that "Cereals" consumption and contamination significantly impact high OA exposure levels.
Area of Science:
- Food safety and toxicology
- Risk assessment methodology
- Statistical modeling in environmental health
Background:
- Accurate exposure assessment for food contaminants like ochratoxin A (OA) is crucial for managing foodborne disease risks.
- Risk assessors require reliable high quantiles (95th and 99th) of contaminant exposure distributions, which are challenging to obtain due to data asymmetry.
- Ochratoxin A exposure distribution is complex, derived from the product of consumption and contamination distributions across multiple foodstuffs.
Purpose of the Study:
- To perform a sensitivity analysis (SA) on high quantiles of ochratoxin A (OA) exposure distribution in French children.
- To quantify the influence of consumption and contamination parameters on OA exposure quantiles.
- To develop validated models for predicting OA exposure at high quantiles.
Main Methods:
- Utilized Monte Carlo simulation with available consumption and contamination data for eight foodstuffs.
- Employed a quadratic polynomial regression model with 32 main factors, interactions, and quadratic terms for SA.
- Implemented a resolution-V fractional factorial design (6561 experiments) for parameter estimation and bootstrap sampling for factor range determination.
Main Results:
- Sensitivity analysis identified key parameters influencing OA exposure quantiles.
- Parameters related to "Cereals" consumption and contamination demonstrated a major influence on OA exposure.
- "Pork" consumption parameters showed a lesser, but still notable, influence on OA exposure sensitivity.
Conclusions:
- Validated models were developed for predicting high quantiles of ochratoxin A exposure.
- The study highlights the critical role of "Cereals" in the overall ochratoxin A exposure profile of French children.
- Findings provide valuable insights for targeted risk management strategies concerning ochratoxin A contamination.