Deterministic and Probabilistic Dietary Exposure Assessment to Deoxynivalenol in Spain and the Catalonia Region
Abstract
:1. Introduction
2. Results and Discussion
2.1. Occurrence of Mycotoxins
2.2. Consumption of Cereal-Based Foods
2.3. Exposure Assessment of Adult Population to Deoxynivalenol
2.4. Infant and Adolescent Exposure Assessment
3. Conclusions
4. Materials and Methods
4.1. Food Sampling and Preparation
4.2. Chemical Analysis of Mycotoxins
4.3. Cereal-Based Food Consumption Data
4.3.1. National-Based Consumption Data
4.3.2. Regional-Based Consumption Data
4.4. Exposure Assessment
4.5. Risk Characterisation
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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n | DF | Mean | Median | Min | Max | Maximum Level Allowed | |
---|---|---|---|---|---|---|---|
White bread | 4 | 100 | 76.71 | 79.85 | 52.81 | 94.34 | 500 (Category 2.4.6, Bread (including small bakery wares), pastries, biscuits, cereal snacks and breakfast cereals) |
Wholemeal bread | 4 | 100 | 183.5 | 177.28 | 165.6 | 214.1 | |
Sliced bread | 3 | 100 | 166.4 | 115.4 | 69.23 | 314.5 | |
Bread rusks | 3 | 100 | 74.95 | 99.20 | 10.80 | 114.9 | |
Crackers | 3 | 100 | 28.75 | 31.44 | 15.60 | 39.21 | |
Cookies | 3 | 66 | 17.90 | 21.99 | 2.50 | 29.21 | |
Other cookies | 3 | 66 | 31.82 | 25.21 | 2.50 | 67.77 | |
Muffins | 3 | 100 | 16.91 | 16.24 | 14.11 | 20.39 | |
Cakes | 3 | 100 | 30.98 | 28.17 | 21.62 | 43.13 | |
Breakfast cereals | 3 | 100 | 66.74 | 81.62 | 19.74 | 98.87 | 750 (Category 2.4.4, Cereals intended for direct human consumption) |
Pasta | 3 | 100 | 65.53 | 66.01 | 63.44 | 67.15 | 750 (Category 2.4.5, Pasta (dry)) |
Baby food | 32 * | 81 | 9.10 | 2.50 | 2.50 | 180.8 | 200 (Category 2.4.7, Processed cereal-based foods and baby foods for infants and young children) |
Catalonia Region | Spain | ||||||||
---|---|---|---|---|---|---|---|---|---|
Food | Age | N | % | Mean | SD | N | % | Mean | SD |
Group | Total | Cons | Total | Cons | |||||
White bread | 18–40 | 864 | 61% | 1.04 | 0.64 | 281 | 87% | 1.17 | 0.84 |
41–60 | 397 | 65% | 1.23 | 0.59 | 209 | 89% | 1.13 | 0.67 | |
>60 | 294 | 66% | 1.26 | 0.58 | 313 | 87% | 1.07 | 0.70 | |
Whole bread | 18–40 | 864 | 29% | 1.03 | 0.63 | 281 | 5% | 0.70 | 0.55 |
41–60 | 397 | 30% | 1.10 | 0.65 | 209 | 12% | 1.00 | 0.81 | |
>60 | 294 | 29% | 1.09 | 0.65 | 313 | 12% | 0.71 | 0.66 | |
Sliced bread | 18–40 | 864 | 32% | 0.39 | 0.27 | 281 | 34% | 0.68 | 0.32 |
41–60 | 397 | 22% | 0.36 | 0.24 | 209 | 17% | 0.66 | 0.33 | |
>60 | 294 | 22% | 0.30 | 0.19 | 313 | 18% | 0.61 | 0.22 | |
Bread rusks | 18–40 | 864 | 21% | 0.06 | 0.04 | 281 | 2% | 0.24 | 0.21 |
41–60 | 397 | 26% | 0.06 | 0.04 | 209 | 3% | 0.21 | 0.06 | |
>60 | 294 | 25% | 0.05 | 0.04 | 313 | 2% | 0.24 | 0.06 | |
Crackers | 18–40 | 864 | 22% | 0.01 | 0.01 | 281 | 5% | 0.24 | 0.16 |
41–60 | 397 | 18% | 0.01 | 0.01 | 209 | 5% | 0.21 | 0.16 | |
>60 | 294 | 15% | 0.01 | 0.01 | 313 | 3% | 0.21 | 0.11 | |
Cookies | 18–40 | 864 | 20% | 0.18 | 0.11 | 281 | 24% | 0.50 | 0.34 |
41–60 | 397 | 26% | 0.16 | 0.09 | 209 | 20% | 0.46 | 0.29 | |
>60 | 294 | 37% | 0.14 | 0.10 | 313 | 19% | 0.36 | 0.18 | |
Other cookies | 18–40 | 864 | 38% | 0.52 | 0.37 | 281 | 15% | 0.75 | 0.68 |
41–60 | 397 | 35% | 0.45 | 0.28 | 209 | 16% | 0.49 | 0.31 | |
>60 | 294 | 30% | 0.39 | 0.26 | 313 | 12% | 0.46 | 0.31 | |
Muffins | 18–40 | 864 | 19% | 0.46 | 0.32 | 281 | 10% | 0.68 | 0.36 |
41–60 | 397 | 22% | 0.52 | 0.37 | 209 | 13% | 0.64 | 0.40 | |
>60 | 294 | 28% | 0.41 | 0.25 | 313 | 8% | 0.60 | 0.33 | |
Cake | 18–40 | 864 | 32% | 0.47 | 0.23 | 281 | 7% | 0.89 | 0.44 |
41–60 | 397 | 27% | 0.51 | 0.35 | 209 | 7% | 1.19 | 0.66 | |
>60 | 294 | 26% | 0.47 | 0.27 | 313 | 8% | 1.01 | 0.52 | |
Breakfast cereals | 18–40 | 864 | 34% | 0.59 | 0.15 | 281 | 4% | 0.48 | 0.26 |
41–60 | 397 | 24% | 0.53 | 0.13 | 209 | 2% | 0.50 | 0.29 | |
>60 | 294 | 24% | 0.50 | 0.13 | 313 | 4% | 0.49 | 0.21 | |
Pasta | 18–40 | 864 | 85% | 0.54 | 0.20 | 281 | 44% | 0.81 | 0.48 |
41–60 | 397 | 75% | 0.45 | 0.18 | 209 | 42% | 0.64 | 0.41 | |
>60 | 294 | 84% | 0.40 | 0.16 | 313 | 37% | 0.64 | 0.41 |
Method | Region | Age Group | Median | %TDI | Mean | SD | Minimum | P75 | P95 | P99 |
---|---|---|---|---|---|---|---|---|---|---|
Deterministic | Catalonia | 18–40 | 156.3 | 15.6 | 182.9 | 111.7 | 10.86 | 235.2 | 400.7 | 535.6 |
41–60 | 150.6 | 15.1 | 179.1 | 105.6 | 1.78 | 223.0 | 400.0 | 515.9 | ||
>60 | 156.7 | 15.7 | 174.8 | 98.74 | 14.88 | 213.1 | 395.1 | 469.7 | ||
Spain | 18–40 | 129.4 | 12.9 | 157.4 | 106.7 | 5.13 | 218.1 | 356.8 | 453.2 | |
41–60 | 121.8 | 12.2 | 144.7 | 102.9 | 1.95 | 180.3 | 309.0 | 542.2 | ||
>60 | 117.4 | 11.7 | 127.6 | 81.07 | 1.56 | 166.8 | 278.1 | 393.0 | ||
Probabilistic | Catalonia | 18–40 | 152.0 | 15.2 | 185.2 | 132.6 | 0.00 | 242.8 | 434.5 | 635.1 |
41–60 | 144.4 | 14.4 | 179.7 | 145.5 | 0.00 | 237.5 | 447.5 | 696.3 | ||
>60 | 141.2 | 14.1 | 177.3 | 142.1 | 0.00 | 231.0 | 455.0 | 679.7 | ||
Spain | 18–40 | 134.5 | 13.4 | 161.6 | 127.5 | 0.00 | 218.1 | 391.2 | 612.8 | |
41–60 | 116.2 | 11.6 | 167.6 | 179.5 | 0.00 | 204.1 | 491.5 | 932.1 | ||
>60 | 105.5 | 10.5 | 143.2 | 141.9 | 0.00 | 185.6 | 399.8 | 692.9 |
Country | Year | Contamination | Group | Consumption Data | Method | Mean Estimated Exposure | Reference |
---|---|---|---|---|---|---|---|
Data | (ng/kg bw/day) | ||||||
Spain | 2010 | n = 526 | >65 year | n = 76 | Deterministic | 40 (4.0% TDI) | [11] |
Lognormal | 370 (37.0% TDI) | ||||||
Gamma | 280 (28.0% TDI) | ||||||
Men | n = 336 | Deterministic | 90 (9.0% TDI) | ||||
Lognormal | 370 (37.0% TDI) | ||||||
Gamma | 370 (37.0% TDI) | ||||||
Women | n = 384 | Deterministic | 100 (10.0% TDI) | ||||
Lognormal | 560 (56.0% TDI) | ||||||
Gamma | 560 (56.0% TDI) | ||||||
France | 2008 | n = 577 | Adults | n = 1918 | Deterministic | 373 (37.3% TDI) | [15] |
Netherlands | 2013 | n = 1617 | 7–69 years | n = 3819 | Probabilistic | 95.8–107 (9.6%–10.7% of TDI) | [10,21] |
Norway | 2010–2011 | n = 162–185 | 18–70 years | n = 1787 | Deterministic | 270–470 (27%–47%) | [24] |
Czech Republic | 2004 | n = 336 | Men | n = 711 | Deterministic | 117–163 * | [23] |
(11.7–16.3% TDI) | |||||||
Women | n = 746 | Deterministic | 81–131 * | ||||
(8.1–13.1% TDI) | |||||||
Tunisia | 2017 | n = 115 | Adults | Deterministic | 26.2 (2.6% TDI) | [25] | |
Algeria | n = 30 (wheat) | Adults | Deterministic | 4920 (492.0% TDI) | [26] | ||
China | 2002 | n = 7356 | Adults | n = 51,175 | Probabilistic | 300 (30.0% TDI) | [22] |
Method | Region | Age Group | N | Median | %TDI | %HBGV | Mean | SD | Min | P75 | P95 | P99 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Deterministic LB | Catalonia | 0–36 months | 133 | 104.8 | 10.5 | 34.9 | 109.0 | 81.96 | 2.93 | 154.2 | 271.1 | 349.9 |
Deterministic UB | 0–36 months | 133 | 136.4 | 13.6 | 45.5 | 141.9 | 106.7 | 3.82 | 200.8 | 353.0 | 455.5 | |
Deterministic C | 0–36 months | 133 | 72.15 | 7.2 | 24.1 | 75.02 | 56.42 | 2.02 | 106.2 | 186.7 | 240.9 | |
Deterministic | Spain | 0–11 months | 182 | 37.09 | 3.7 | 12.4 | 73.3 | 87.85 | 4.97 | 91.41 | 240.1 | 385.8 |
12–35 months | 333 | 183.8 | 18.4 | 61.3 | 228.7 | 199.1 | 4.71 | 320.1 | 537.6 | 838.8 | ||
3–9 years | 589 | 193.7 | 19.4 | 64.6 | 226.8 | 142.0 | 9.1 | 287.8 | 514.5 | 707.8 | ||
10–17 years | 627 | 135.3 | 13.5 | 45.1 | 159.2 | 100.7 | 10.11 | 200.5 | 362.6 | 509.1 | ||
Probabilistic | Spain | 0–11 months | 10,000 | 36.08 | 3.6 | 12.0 | 68.05 | 80.41 | 0 | 97.62 | 224.6 | 381.1 |
12–35 months | 10,000 | 177.2 | 17.7 | 59.1 | 208.7 | 150.6 | 0 | 280.4 | 506.0 | 698.9 | ||
3–9 years | 10,000 | 192.2 | 19.2 | 64.1 | 240.3 | 192.2 | 0 | 287.8 | 604.3 | 1007.0 | ||
10–17 years | 10,000 | 133.3 | 13.3 | 44.4 | 176.9 | 149.7 | 0 | 211.9 | 476.8 | 780.4 |
Country | Year | Contamination Data | Group | Consumption Data | Method | Estimated Mean Exposure | Reference |
---|---|---|---|---|---|---|---|
(ng/kg bw/day) | |||||||
Spain | 2016–2017 | n = 60 | 4 months | Deterministic | 250 (25% TDI) | [19] | |
5 months | 280 (28% TDI) | ||||||
6 months | 320 (32% TDI) | ||||||
7–12 months | 360 (36% TDI) | ||||||
Catalonia (Spain) | 2009 | n = 90 | 0–3 years | n = 164 | Deterministic | 740 (74% TDI) | [11] |
Probabilistic | 900 (90% TDI) | ||||||
France | 2005 | n = 5484 | 1–4 months | n = 124 | Deterministic | 2.87–59.5 | [9] |
(0.29–6% TDI) | |||||||
5–6 months | n = 127 | 101–455 | |||||
(10.1–45.5% TDI) | |||||||
7–12 months | n = 195 | 216–553 | |||||
(21.6–55.3% TDI) | |||||||
Norway | 2000–2001 2006–2007 | 1, 2, 4, 13 years old | n = 5515 | Deterministic | 380–2000 | [24] | |
(38%–200% TDI) | |||||||
Portugal | 2014 | n = 52 | 1–3 years | n = 75 | Deterministic | 108.9–112.8 (10.9%–11.3%) | [18] |
Monte Carlo | 53.93 (5.4%) | ||||||
2014–2017 | n = 963 | 0–9 years | n = 1515 | Monte Carlo | (146.2% TDI) | [27] | |
10–17 years | n = 699 | (87.3% TDI) | |||||
Netherlands | 2008 | n = 1617 | 2–6 years | n = 1279 | Monte Carlo | 280–297 (28%−29.7%) | [21] |
Turkey | 2018 | n = 75 | <1 year | Deterministic | 161 (16.1% TDI) | [20] | |
Tunisia | 2016 | n = 117 | 8–12 months | Deterministic | 47–279 * | [28] | |
(0.47–27.9% TDI) | |||||||
163–979 ** | |||||||
(16.3–97.9% TDI) |
Individual Samples | Analytical/Composite Samples | |
---|---|---|
White bread | 68 | 4 |
Whole bread | 59 | 4 |
Sliced bread | 22 | 3 |
Bread rusks | 20 | 3 |
Crackers | 21 | 3 |
Cookies | 21 | 3 |
Other cookies * | 22 | 3 |
Muffins | 20 | 3 |
Cake | 22 | 3 |
Breakfast cereals | 20 | 3 |
Pasta | 20 | 3 |
Baby food | 32 | 32 |
Total | 347 | 63 |
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Gallardo, J.A.; Marin, S.; Ramos, A.J.; Cano-Sancho, G.; Sanchis, V. Deterministic and Probabilistic Dietary Exposure Assessment to Deoxynivalenol in Spain and the Catalonia Region. Toxins 2022, 14, 506. https://doi.org/10.3390/toxins14070506
Gallardo JA, Marin S, Ramos AJ, Cano-Sancho G, Sanchis V. Deterministic and Probabilistic Dietary Exposure Assessment to Deoxynivalenol in Spain and the Catalonia Region. Toxins. 2022; 14(7):506. https://doi.org/10.3390/toxins14070506
Chicago/Turabian StyleGallardo, Jose A., Sonia Marin, Antonio J. Ramos, German Cano-Sancho, and Vicente Sanchis. 2022. "Deterministic and Probabilistic Dietary Exposure Assessment to Deoxynivalenol in Spain and the Catalonia Region" Toxins 14, no. 7: 506. https://doi.org/10.3390/toxins14070506
APA StyleGallardo, J. A., Marin, S., Ramos, A. J., Cano-Sancho, G., & Sanchis, V. (2022). Deterministic and Probabilistic Dietary Exposure Assessment to Deoxynivalenol in Spain and the Catalonia Region. Toxins, 14(7), 506. https://doi.org/10.3390/toxins14070506