Alteration of Carbohydrate Metabolism in Fusarium Infected Wheat Kernels Treated with Fungicides and Its Relation to Baking Technological Parameters and Deoxynivalenol Contamination
Abstract
:1. Introduction
2. Materials and Methods
2.1. Field Experiments
2.2. Determination of Simple Carbohydrates
2.3. Determination of Fructan Content
2.4. Wheat Quality Analysis Methods
2.5. DON Analyses
2.6. Statistical Analysis
3. Results
3.1. Concentrations of Water-Soluble Carbohydrate Components
3.2. Results of Correlation Analyses between Carbohydrate Content, Technological Properties and DON Contamination
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Conflicts of Interest
Appendix A
WG | FS | HFN | HI | TKW | PRO | ZI | E135 | EXT | MBU | DON | FRU | GLU | SUC | MAL | RAF | NYS | STA | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
FS | 0.010 | |||||||||||||||||
HFN | −0.296 | −0.071 | ||||||||||||||||
HI | 0.195 | −0.123 | −0.822 *** | |||||||||||||||
TKW | 0.214 | −0.410 | 0.628 * | −0.575 | ||||||||||||||
PRO | 0.869 *** | −0.235 | −0.285 | 0.260 | 0.383 | |||||||||||||
ZI | 0.582 | −0.277 | −0.006 | 0.168 | 0.448 | 0.826 *** | ||||||||||||
E135 | 0.181 | −0.002 | 0.179 | −0.206 | 0.634 * | 0.469 | 0.628 * | |||||||||||
EXT | 0.630 * | 0.103 | −0.676 ** | 0.402 | −0.212 | 0.576 | 0.289 | 0.218 | ||||||||||
MBU | −0.315 | 0.074 | 0.668 ** | −0.529 | 0.666 * | −0.169 | 0.100 | 0.599 * | −0.576 | |||||||||
DON | −0.328 | −0.085 | 0.329 | −0.333 | 0.218 | −0.523 | −0.654 * | −0.173 | −0.286 | 0.338 | ||||||||
FRU | −0.244 | 0.709 ** | −0.106 | −0.193 | −0.298 | −0.460 | −0.495 | −0.088 | −0.160 | 0.247 | 0.190 | |||||||
GLU | 0.523 | 0.321 | 0.192 | −0.028 | −0.033 | 0.198 | 0.086 | −0.359 | −0.097 | −0.124 | −0.050 | −0.026 | ||||||
SUC | −0.342 | 0.435 | 0.182 | −0.602 * | 0.071 | −0.287 | −0.226 | 0.339 | −0.014 | 0.296 | −0.033 | 0.568 | −0.480 | |||||
MAL | 0.443 | 0.388 | 0.159 | −0.113 | −0.214 | 0.055 | 0.052 | −0.384 | 0.106 | −0.317 | −0.123 | 0.023 | 0.830 *** | −0.256 | ||||
RAF | −0.311 | 0.244 | 0.347 | −0.563 | 0.169 | −0.377 | −0.481 | 0.188 | 0.086 | 0.228 | 0.580 | 0.103 | −0.272 | 0.512 | −0.133 | |||
NYS | −0.433 | 0.454 | −0.029 | −0.361 | −0.317 | −0.413 | −0.323 | 0.008 | −0.010 | −0.033 | −0.229 | 0.570 | −0.444 | 0.895 *** | −0.137 | 0.294 | 1.000 | |
STA | −0.381 | 0.606 * | 0.018 | −0.383 | −0.087 | −0.383 | −0.329 | 0.271 | −0.106 | 0.392 | 0.045 | 0.846 *** | −0.397 | 0.889 *** | −0.284 | 0.330 | 0.807 *** | |
FRN | −0.843 *** | 0.295 | 0.304 | −0.327 | −0.362 | −0.832 *** | −0.587 * | −0.359 | −0.650 * | 0.169 | 0.058 | 0.460 | −0.224 | 0.501 | −0.115 | 0.169 | 0.680 ** | 0.529 |
WG | FS | HFN | HI | TKW | PRO | ZI | E135 | EXT | MBU | DON | FRU | GLU | SUC | MAL | RAF | NYS | STA | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
FS | 0.650 * | |||||||||||||||||
HFN | 0.638 * | 0.814 *** | ||||||||||||||||
HI | 0.796 ** | 0.862 *** | 0.899 *** | |||||||||||||||
TKW | 0.229 | 0.604 * | 0.652 * | 0.450 | ||||||||||||||
PRO | 0.599 * | 0.119 | −0.027 | 0.320 | −0.588 * | |||||||||||||
ZI | 0.962 *** | 0.746 ** | 0.640 * | 0.811 *** | 0.333 | 0.536 | ||||||||||||
E135 | 0.684 ** | 0.796 ** | 0.838 *** | 0.752 ** | 0.826 *** | −0.137 | 0.755 ** | |||||||||||
EXT | 0.416 | 0.705 ** | 0.630 * | 0.609 * | 0.723 ** | −0.266 | 0.536 | 0.841 *** | ||||||||||
MBU | 0.639 * | 0.781 ** | 0.850 *** | 0.734 ** | 0.858 *** | −0.200 | 0.709 ** | 0.996 *** | 0.825 *** | |||||||||
DON | −0.406 | −0.699 ** | −0.696 ** | −0.711 ** | −0.687 ** | 0.203 | −0.526 | −0.792 ** | −0.949 *** | −0.781 ** | ||||||||
FRU | 0.366 | 0.814 *** | 0.804 *** | 0.655 * | 0.841 *** | −0.340 | 0.502 | 0.867 *** | 0.829 *** | 0.881 *** | −0.821 *** | |||||||
GLU | −0.820 *** | −0.380 | −0.623 * | −0.640 * | −0.079 | −0.528 | −0.676 ** | −0.444 | −0.006 | −0.433 | 0.048 | −0.153 | ||||||
SUC | 0.589 * | 0.162 | 0.349 | 0.263 | 0.398 | 0.007 | 0.578 | 0.664 * | 0.447 | 0.649 * | −0.332 | 0.310 | −0.460 | |||||
MAL | −0.391 | −0.747 ** | −0.784 ** | −0.672 ** | −0.787 ** | 0.300 | −0.535 | −0.876 *** | −0.890 *** | −0.884 *** | 0.905 *** | −0.957 *** | 0.130 | −0.428 | ||||
RAF | 0.736 ** | 0.819 *** | 0.916 *** | 0.815 *** | 0.680 ** | 0.048 | 0.771 ** | 0.900 *** | 0.611 * | 0.904 *** | −0.613 * | 0.836 *** | −0.661 | 0.513 | −0.783 ** | |||
NYS | 0.549 | 0.795 ** | 0.859 *** | 0.659 * | 0.742 ** | −0.187 | 0.579 | 0.855 *** | 0.574 | 0.875 *** | −0.498 | 0.821 *** | −0.524 | 0.441 | −0.726 ** | 0.913 *** | ||
STA | 0.693 ** | 0.057 | −0.024 | 0.255 | −0.345 | 0.829 *** | 0.671 ** | 0.119 | −0.069 | 0.058 | 0.075 | −0.231 | −0.527 | 0.502 | 0.110 | 0.155 | −0.085 | |
FRN | 0.489 | 0.747 ** | 0.903 *** | 0.714 ** | 0.785 ** | −0.225 | 0.569 | 0.873 *** | 0.643 * | 0.898 *** | −0.672 ** | 0.914 *** | −0.451 | 0.447 | −0.886 *** | 0.935 *** | 0.898 *** | −0.079 |
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Commercial Name and Application Rate (L/ha) | Active Ingredient (g/L) | Abbreviation of Active Ingredient |
---|---|---|
Alert S 1.0 | fluzilazole 125 + carbendazim 250 | FC |
Cherokee 2.0 | ciproconazole 50 + propioconazole 62.5 + chloronitrile 375 | CPC |
Prosaro 1.0 | prothioconazole 125, tebuconazole 125 | PT |
Caramba 1.2 | metconazole 90 | M90 |
Eminent 1.0 | tetraconazole 125 | TET |
Falcon 0.8 | tebuconazole 167 + spiroxamine 250 + triadimenol 43 | TST |
Folicur Solo 1.0 | tebuconazole 250 | T250 |
Juwel TT 1.0 | epoxyconazole 83 + kresoxym-methyl 83 + fenpropimorf 317 | EKF |
Fructose | Glucose | Sucrose | Maltose | Nystose | Raffinose | Stachyose | Fructan | Total | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Fungicide | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | |||||||||
TST * | 143 | d | 262 | a | 2101 | a,b | 2670 | a | 42 | d | 577 | d | 4 | a | 8933 | f | 14,732 | a |
PT | 152 | e | 271 | a,b | 2340 | b | 2235 | a | 50 | e | 655 | d | 4 | a | 9433 | g | 15,139 | a |
M90 | 125 | b,c | 362 | b,c | 2225 | a,b | 4718 | b | 35 | a–c | 348 | b,c | 5 | a | 7817 | c | 15,634 | a,b |
TET | 123 | b,c | 384 | c | 2007 | a,b | 4858 | b,c | 33 | a,b | 281 | a–c | 3 | a | 8200 | e | 15,888 | a,b |
T250 | 131 | c,d | 368 | b,c | 2242 | a,b | 4837 | b,c | 37 | a–d | 366 | c | 3 | a | 8167 | e | 16,152 | a,b |
CPC | 128 | b,c | 396 | c | 1708 | a | 5887 | b,c | 39 | c,d | 297 | a–c | 3 | a | 7967 | d | 16,425 | a,b |
FC | 117 | b | 332 | a–c | 2275 | a,b | 5497 | b,c | 38 | b–d | 305 | a–c | 4 | a | 7933 | d | 16,500 | a,b |
EKF | 118 | b,c | 362 | b,c | 1830 | a,b | 6746 | c | 33 | a,b | 270 | a,b | 3 | a | 7583 | b | 16,944 | a,b |
UTC | 92 | a | 279 | a,b | 2039 | a,b | 10,377 | d | 32 | a | 257 | a | 4 | a | 7283 | a | 20,363 | b |
Mean | 125 | 335 | 2085 | 5314 | 37 | 373 | 4 | 8146 | 16,420 | |||||||||
LSD 5% ** | 13 | 98 | 577 | 1996 | 5 | 88 | 2 | 102 | 4784 |
Fructose | Glucose | Sucrose | Maltose | Nystose | Raffinose | Stachyose | Fructan | Total | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Fungicide | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | (mg/kg) | |||||||||
TST * | 101 | a | 280 | a | 681 | a | 135 | a | 74 | a | 37 | a | 1 | a | 5217 | b | 6526 | a |
PT | 108 | a,b | 291 | a | 1035 | a–c | 168 | a,b | 76 | a | 65 | c | 2 | a | 5233 | b | 6979 | a |
M90 | 117 | a–c | 274 | a | 1304 | c | 153 | a | 110 | a | 59 | b,c | 3 | a | 5033 | a | 7053 | a |
TET | 110 | a,b | 373 | b | 760 | a,b | 326 | c | 72 | a | 41 | a,b | 1 | a | 5483 | d | 7166 | a |
T250 | 128 | c,d | 319 | a | 955 | a–c | 315 | b,c | 90 | a | 47 | a–c | 2 | a | 5367 | c,d | 7223 | a |
CPC | 142 | d,e | 296 | a | 1224 | c | 166 | a,b | 97 | a | 41 | a,b | 4 | a | 5383 | c,d | 7352 | a |
FC | 150 | e | 300 | a | 1202 | b,c | 178 | a–c | 108 | a | 57 | b,c | 4 | a | 5717 | e | 7715 | a |
EKF | 119 | b,c | 275 | a | 1281 | c | 165 | a,b | 115 | a | 46 | a,b | 3 | a | 5733 | e | 7737 | a |
UTC | 119 | b,c | 289 | a | 913 | a–c | 114 | a | 76 | a | 45 | a,b | 2 | a | 5317 | b,c | 6875 | a |
Mean | 122 | 300 | 1039 | 191 | 91 | 49 | 3 | 5387 | 7177 | |||||||||
LSD 5% ** | 17 | 48 | 456 | 151 | 45 | 18 | 3 | 130 | 1413 |
Fungicide | Maltose Content (mg/kg) 2010 | Maltose Content (mg/kg) 2011 | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
S | MS | MR | Mean | S | MS | MR | Mean | |||||||
TST * | 4538 | a | 2457 | a | 1016 | a | 2670 | 184 | a | 172 | a,b | 178 | a,b | 178 |
M90 | 9230 | b,c | 2436 | a | 2489 | a | 4718 | 177 | a | 166 | a,b | 156 | a,b | 166 |
TET | 7107 | a,b | 3316 | a | 4153 | a,b | 4858 | 158 | a | 142 | a | 158 | a,b | 153 |
EKF | 13,702 | d,e | 3398 | a | 3139 | a,b | 6746 | 125 | a | 211 | a,b | 168 | a,b | 168 |
PT | 3893 | a | 1953 | a | 860 | a | 2235 | 156 | a | 172 | a,b | 168 | a,b | 165 |
T250 | 9967 | b,c | 2893 | a | 1653 | a | 4837 | 139 | a | 131 | a | 136 | a,b | 135 |
CPC | 10,817 | c,d | 4188 | a | 2657 | a | 5887 | 365 | b | 302 | b | 278 | a,b | 315 |
FC | 9465 | b,c | 4695 | a | 2332 | a | 5497 | 237 | a | 163 | a,b | 578 | c | 326 |
UTC | 14,898 | e | 9822 | b | 6411 | b | 10,377 | 113 | a | 129 | a | 101 | a | 114 |
Mean | 9290 | 3906 | 2745 | 5314 | 181 | 176 | 213 | 191 | ||||||
LSD 5% variety | 1153 | 50 | ||||||||||||
LSD 5% fungicide | 1996 | 87 |
Traits | PC1 | PC2 | PC3 | PC4 |
---|---|---|---|---|
WG | 0.7147 | 0.6805 | 0.0454 | −0.0329 |
FS | 0.8694 | 0.0325 | −0.3228 | −0.2420 |
HFN | 0.9173 | 0.0074 | −0.2980 | 0.1058 |
HI | 0.8521 | 0.2814 | −0.3088 | −0.2196 |
TKW | 0.7709 | −0.5076 | 0.1219 | 0.1631 |
PRO | −0.0448 | 0.9386 | −0.1724 | −0.2755 |
ZI | 0.7829 | 0.5708 | 0.0924 | −0.1615 |
E135 | 0.9770 | −0.0478 | 0.1815 | 0.0453 |
EXT | 0.8082 | −0.3008 | 0.2666 | −0.3866 |
RMAX | 0.9738 | −0.1027 | 0.1586 | 0.0979 |
DON | −0.8021 | 0.2760 | −0.1298 | 0.4605 |
FRU | 0.8950 | −0.3778 | −0.0746 | −0.0697 |
GLU | −0.5093 | −0.6887 | 0.2037 | −0.4174 |
SUC | 0.5498 | 0.2623 | 0.7179 | 0.3147 |
MAL | −0.8929 | 0.3271 | −0.0931 | 0.1715 |
RAF | 0.9502 | 0.1143 | −0.1333 | 0.1996 |
NYS | 0.8775 | −0.0944 | −0.1756 | 0.3503 |
STA | 0.1153 | 0.9026 | 0.3473 | −0.1227 |
FRN | 0.9180 | −0.1720 | −0.1169 | 0.2197 |
Eigenvalue | 11.9316 | 3.8463 | 1.2436 | 1.1543 |
% of total variance | 62.80 | 20.24 | 6.55 | 6.08 |
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Acs, K.; Varga, M.; Szekeres, A.; Salgo, A.; Lantos, C.; Bekes, F.; Pauk, J.; Mesterhazy, A. Alteration of Carbohydrate Metabolism in Fusarium Infected Wheat Kernels Treated with Fungicides and Its Relation to Baking Technological Parameters and Deoxynivalenol Contamination. Agriculture 2023, 13, 868. https://doi.org/10.3390/agriculture13040868
Acs K, Varga M, Szekeres A, Salgo A, Lantos C, Bekes F, Pauk J, Mesterhazy A. Alteration of Carbohydrate Metabolism in Fusarium Infected Wheat Kernels Treated with Fungicides and Its Relation to Baking Technological Parameters and Deoxynivalenol Contamination. Agriculture. 2023; 13(4):868. https://doi.org/10.3390/agriculture13040868
Chicago/Turabian StyleAcs, Katalin, Monika Varga, Andras Szekeres, Andras Salgo, Csaba Lantos, Ferenc Bekes, Janos Pauk, and Akos Mesterhazy. 2023. "Alteration of Carbohydrate Metabolism in Fusarium Infected Wheat Kernels Treated with Fungicides and Its Relation to Baking Technological Parameters and Deoxynivalenol Contamination" Agriculture 13, no. 4: 868. https://doi.org/10.3390/agriculture13040868