| Literature DB >> 26213969 |
Silvia Generotti1,2, Martina Cirlini3, Alexandra Malachova4, Michael Sulyok5, Franz Berthiller6, Chiara Dall'Asta7, Michele Suman8.
Abstract
In the scientific field, there is a progressive awareness about the potential implications of food processing on mycotoxins especially concerning thermal treatments. High temperatures may cause, in fact, transformation or degradation of these compounds. This work is aimed to study the fate of mycotoxins during bakery processing, focusing on deoxynivalenol (DON) and deoxynivalenol-3-glucoside (DON3Glc), along the chain of industrial rusk production. Starting from naturally contaminated bran, we studied how concentrations of DON and DON3Glc are influenced by modifying ingredients and operative conditions. The experiments were performed using statistical Design of Experiment (DoE) schemes to synergistically explore the relationship between mycotoxin reduction and the indicated processing transformation parameters. All samples collected during pilot plant experiments were analyzed with an LC-MS/MS multimycotoxin method. The obtained model shows a good fitting, giving back relevant information in terms of optimization of the industrial production process, in particular suggesting that time and temperature in baking and toasting steps are highly relevant for minimizing mycotoxin level in rusks. A reduction up to 30% for DON and DON3Glc content in the finished product was observed within an acceptable technological range.Entities:
Keywords: baking; deoxynivalenol; deoxynivalenol-3-glucoside; design of experiment; food processing; rusks
Mesh:
Substances:
Year: 2015 PMID: 26213969 PMCID: PMC4549723 DOI: 10.3390/toxins7082773
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 4.546
Processing conditions during rusk experiments in the pilot-scale plant.
| Treatment | Rusk Making | ||
|---|---|---|---|
| Minimum | Optimum | Maximum | |
| DON bran level (μg/kg) | 600 | 1050 | 1500 |
| Dextrose (%) | 2 | 4 | 6 |
| Yeast (%) | 2 | 3 | 4 |
| Promoting agents (%) | 0 | 0.5 | 1 |
| Fermentation time (min) | 40 | 50 | 60 |
| Fermentation temperature (°C) | 26 | 36 | 46 |
| Baking time (min) | 12 | 21 | 30 |
| Baking temperature (°C) | 180 | 195 | 210 |
| Toasting time (min) | 15 | 20 | 25 |
| Toasting temperature (°C) | 110 | 130 | 150 |
Data set for screening variables effects on mycotoxin levels within the rusk-making process steps.
| Experiment Number | DON in Bran (μg/kg d.m.) 1 | Dextrose (%) | Yeast (%) | Promoting Agent (%) | Fermentation Stage | Baking Stage | Toasting Stage | |||
|---|---|---|---|---|---|---|---|---|---|---|
| Time (min) | Temperature (°C) | Time (min) | Temperature (°C) | Time (min) | Temperature (°C) | |||||
| 1 | 600 ± 16 | 2 | 2 | 0 | 40 | 26 | 12 | 180 | 25 | 150 |
| 2 | 1500 ± 92 | 2 | 2 | 0 | 60 | 26 | 30 | 210 | 15 | 110 |
| 3 | 600 ± 16 | 6 | 2 | 0 | 60 | 46 | 12 | 210 | 15 | 110 |
| 4 | 1500 ± 92 | 6 | 2 | 0 | 40 | 46 | 30 | 180 | 25 | 150 |
| 5 | 600 ± 16 | 2 | 4 | 0 | 60 | 46 | 30 | 180 | 15 | 150 |
| 6 | 1500 ± 92 | 2 | 4 | 0 | 40 | 46 | 12 | 210 | 25 | 110 |
| 7 | 600 ± 16 | 6 | 4 | 0 | 40 | 26 | 30 | 210 | 25 | 110 |
| 8 | 1500 ± 92 | 6 | 4 | 0 | 60 | 26 | 12 | 180 | 15 | 150 |
| 9 | 600 ± 16 | 2 | 2 | 1 | 40 | 46 | 30 | 210 | 15 | 150 |
| 10 | 1500 ± 92 | 2 | 2 | 1 | 60 | 46 | 12 | 180 | 25 | 110 |
| 11 | 600 ± 16 | 6 | 2 | 1 | 60 | 26 | 30 | 180 | 25 | 110 |
| 12 | 1500 ± 92 | 6 | 2 | 1 | 40 | 26 | 12 | 210 | 15 | 150 |
| 13 | 600 ± 16 | 2 | 4 | 1 | 60 | 26 | 12 | 210 | 25 | 150 |
| 14 | 1500 ± 92 | 2 | 4 | 1 | 40 | 26 | 30 | 180 | 15 | 110 |
| 15 | 600 ± 16 | 6 | 4 | 1 | 40 | 46 | 12 | 180 | 15 | 110 |
| 16 | 1500 ± 92 | 6 | 4 | 1 | 60 | 46 | 30 | 210 | 25 | 150 |
| 17 | 1050 ± 48 | 4 | 3 | 0.5 | 50 | 36 | 21 | 195 | 20 | 130 |
| 18 | 1050 ± 48 | 4 | 3 | 0.5 | 50 | 36 | 21 | 195 | 20 | 130 |
| 19 | 1050 ± 48 | 4 | 3 | 0.5 | 50 | 36 | 21 | 195 | 20 | 130 |
1 Data expressed as mean value ± standard deviation on dry matter basis (d.m.) of a final number of four replicates.
Figure 1Variable Importance Plot (VIP) obtained from Design of Experiments rusk-making experiments (a) data referred to DON; (b) data referred to DON3Glc levels.
Design of experiments and corresponding analytical results for deoxynivalenol (DON) levels throughout rusk-making process.
| Experiment Number | DON in Bran (μg/kg d.m.) 1 | MC 2 (%) | DON in Dough (μg/kg d.m.) 1 | MC 2 (%) | DON in Fermented Dough (μg/kg d.m.) 1 | MC 2 (%) | DON in Baked Rusk (μg/kg d.m.) 1 | MC 2 (%) | DON in Toasted Rusk (μg/kg d.m.) 1 | MC 2 (%) |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 600 ± 16 | 12 | 273 ± 25 | 43 | 273 ± 29 | 43 | 239 ± 10 | 38 | 194 ± 16 | 3 |
| 2 | 1500 ± 92 | 12 | 349 ± 34 | 41 | 340 ± 25 | 40 | 334 ± 12 | 33 | 329 ± 7 | 10 |
| 3 | 600 ± 16 | 12 | 379 ± 21 | 42 | 333 ± 11 | 39 | 338 ± 5 | 36 | 322 ± 20 | 14 |
| 4 | 1500 ± 92 | 12 | 348 ± 30 | 41 | 359 ± 18 | 41 | 351 ± 23 | 33 | 199 ± 16 | 1 |
| 5 | 600 ± 16 | 12 | 259 ± 15 | 43 | 261 ± 12 | 42 | 246 ± 12 | 32 | 188 ± 20 | 5 |
| 6 | 1500 ± 92 | 12 | 392 ± 30 | 41 | 339 ± 26 | 41 | 360 ± 15 | 37 | 317 ± 11 | 5 |
| 7 | 600 ± 16 | 12 | 257 ± 16 | 44 | 242 ± 10 | 44 | 199 ± 24 | 33 | 172 ± 28 | 4 |
| 8 | 1500 ± 92 | 12 | 306 ± 12 | 41 | 300 ± 5 | 41 | 324 ± 15 | 37 | 239 ± 15 | 5 |
| 9 | 600 ± 16 | 12 | 242 ± 18 | 44 | 210 ± 22 | 42 | 198 ± 15 | 33 | 165 ± 26 | 4 |
| 10 | 1500 ± 92 | 12 | 339 ± 31 | 44 | 333 ± 15 | 44 | 343 ± 12 | 36 | 315 ± 10 | 6 |
| 11 | 600 ± 16 | 12 | 213 ± 14 | 39 | 220 ± 18 | 38 | 229 ± 19 | 38 | 200 ± 11 | 5 |
| 12 | 1500 ± 92 | 12 | 318 ± 27 | 43 | 298 ± 32 | 42 | 347 ± 36 | 38 | 290 ± 15 | 2 |
| 13 | 600 ± 16 | 12 | 253 ± 12 | 40 | 256 ± 20 | 40 | 243 ± 20 | 38 | 149 ± 19 | 6 |
| 14 | 1500 ± 92 | 12 | 339 ± 31 | 39 | 311 ± 23 | 38 | 330 ± 18 | 37 | 308 ± 12 | 4 |
| 15 | 600 ± 16 | 12 | 211 ± 18 | 40 | 215 ± 26 | 40 | 253 ± 3 | 38 | 212 ± 5 | 6 |
| 16 | 1500 ± 92 | 12 | 280 ± 14 | 41 | 313 ± 21 | 43 | 197 ± 32 | 29 | 68 ± 11 | 1 |
| 17 | 1050 ± 48 | 11 | 219 ± 10 | 45 | 229 ± 19 | 44 | 225 ± 21 | 38 | 194 ± 16 | 5 |
| 18 | 1050 ± 48 | 11 | 272 ± 8 | 45 | 248 ± 30 | 44 | 225 ± 19 | 38 | 196 ± 12 | 5 |
| 19 | 1050 ± 48 | 11 | 251 ± 20 | 45 | 213 ± 19 | 44 | 218 ± 24 | 38 | 186 ± 21 | 5 |
1 Data expressed as mean value ± standard deviation on dry matter basis (d.m.) of a final number of four replicates; 2 MC: Moisture Content.
Figure 2ANOVA plot obtained from Design of Experiments rusk-making experiments—data referring to DON levels. 1 SD-regression: it shows the variation of the response explained by the model, adjusted for degrees of freedom; 2 RSD: it shows the variation of the response not explained by the model, adjusted for degrees of freedom; 3 RSD*sqrt (F(crit)): it shows RSD (second bar) multiplied by the square root of the critical F; the critical F is the value of the F-distribution over which SD regression is statistically significant at the 95% confidence level.
Design of experiments and corresponding analytical results for deoxynivalenol-3-glucoside (DON3Glc) levels throughout rusk-making process.
| Experiment Number | D3Glc Dough (μg/kgd.m.) 1 | MC 2 (%) | D3Glc Fermented Dough (μg/kg d.m.) 1 | MC 2 (%) | D3Glc Baked Rusk (μg/kg d.m.) 1 | MC 2 (%) | D3Glc Toasted Rusk (μg/kg d.m.) 1 | MC 2 (%) |
|---|---|---|---|---|---|---|---|---|
| 1 | 29 ± 6 | 43 | 29 ± 5 | 43 | 22 ± 6 | 38 | 11 ± 5 | 3 |
| 2 | 77 ± 10 | 41 | 77 ± 9 | 40 | 27 ± 5 | 33 | 23 ± 3 | 10 |
| 3 | 36 ± 3 | 42 | 41 ± 4 | 39 | 30 ± 3 | 36 | 25 ± 4 | 14 |
| 4 | 46 ± 7 | 41 | 64 ± 9 | 41 | 31 ± 4 | 33 | 6 ± 1 | 1 |
| 5 | 23 ± 4 | 43 | 22 ± 5 | 42 | 18 ± 2 | 32 | 12 ± 3 | 5 |
| 6 | 60 ± 6 | 41 | 64 ± 7 | 41 | 34 ± 5 | 37 | 21 ± 4 | 5 |
| 7 | 18 ± 3 | 44 | 18 ± 4 | 44 | 8 ± 1 | 33 | 6 ± 2 | 4 |
| 8 | 39 ± 4 | 41 | 45 ± 6 | 41 | 23 ± 3 | 37 | 18 ± 3 | 5 |
| 9 | 23 ± 2 | 44 | 29 ± 3 | 42 | 12 ± 2 | 33 | 7 ± 0 | 4 |
| 10 | 54 ± 5 | 44 | 65 ± 7 | 44 | 32 ± 4 | 36 | 27 ± 6 | 6 |
| 11 | 19 ± 3 | 39 | 17 ± 2 | 38 | 14 ± 3 | 38 | 10 ± 2 | 5 |
| 12 | 41 ± 5 | 43 | 43 ± 3 | 42 | 30 ± 4 | 38 | 20 ± 5 | 2 |
| 13 | 26 ± 2 | 40 | 29 ± 2 | 40 | 19 ± 3 | 38 | 8 ± 4 | 6 |
| 14 | 41 ± 2 | 39 | 61 ± 5 | 38 | 28 ± 3 | 37 | 20 ± 5 | 4 |
| 15 | 17 ± 3 | 40 | 19 ± 2 | 40 | 14 ± 2 | 38 | 10 ± 3 | 6 |
| 16 | 30 ± 4 | 41 | 40 ± 3 | 43 | 9 ± 1 | 29 | <0.1 | 1 |
| 17 | 17 ± 3 | 45 | 30 ± 5 | 44 | 16 ± 4 | 38 | 9 ± 1 | 5 |
| 18 | 11 ± 5 | 45 | 19 ± 2 | 44 | 15 ± 3 | 38 | 8 ± 2 | 5 |
| 19 | 17 ± 3 | 45 | 24 ± 4 | 44 | 14 ± 5 | 38 | 9 ± 1 | 5 |
1 Data expressed as mean value ± standard deviation on dry matter basis (d.m.) of a final number of four replicates; 2 MC: Moisture Content.
Figure 3Scheme of the rusk-making process.