Mycotoxin Co-Occurrence in Michigan Harvested Maize Grain
Abstract
:1. Introduction
Mycotoxin | Abbreviation | Produced by: | Regulations |
---|---|---|---|
Aflatoxin | AB1 | Aspergillus flavus, A. parasiticus, and A. nominus [16] | Food |
Aflatoxin B1: 61 countries; 1 μg kg−1 to 20 μg kg−1 [17] | |||
Total Aflatoxins: 76 countries; 0 μg kg−1 to 35 μg kg−1 [17] | |||
Feed | |||
Aflatoxin B1: 39 countries; 5 μg kg−1 to 50 μg kg−1 [17] | |||
Total Aflatoxins: 21 countries; 5 μg kg−1 to 50 μg kg−1 [17] | |||
Beauvericin | BEA | Beauveria bassiana and Fusarium spp. [18,19,20] | |
Diacetoxyscirpenol | DIAS | Fusarium spp. esp. F. poae, F. equiseti, F. sambucinum, and F. sporotrichioides [20,21] | |
Deoxynivalenol | DON | Fusarium graminearum and F.culmorum [20] | 37 countries; 300 μg kg−1 to 2000 μg kg−1 [17] |
deoxynivalenol 3-β-D -glucoside | D3G | Fusarium spp. [22] | |
15-acetyl-deoxynivalenol | 15-ADON | Fusarium graminearum and F. culmorum [20] | |
3-acetyl-deoxynivalenol | 3-ADON | Fusarium graminearum and F. culmorum [20] | |
Enniatin A | ENNA | Fusarium spp. [18] | |
Enniatin A1 | ENNA1 | Fusarium spp. [18] | |
Enniatin B | ENNB | Fusarium spp. [18] | |
Enniatin B1 | ENNB1 | Fusarium spp. [18] | |
Fumonisin B1 | FB1 | Fusarium spp. [20,23] | Total Fumonisins: 6 countries; 1000 μg kg−1 to 3000 μg kg−1 [17] |
Fumonisin B2 | FB2 | Fusarium spp. [20,23] | |
Fumonisin B3 | FB3 | Fusarium spp. [20,23] | |
Fusarenon-X | FUSX | Fusarium spp. [24] | |
HT-2 Toxin | HT-2 | Fusarium spp. esp. F. sporotrichioides, F. acuminatum, and F. poae [20] | T-2 + HT-2: EU; 15 μg kg−1 to 2000 μg kg−1 [25] |
Moniliformin | MON | Fusarium spp. esp. F. subglutinans, F. groliferatum, F. avenaceum, and F. tricinctum [18,20] | |
Nivalenol | NIV | Fusarium cerealis, F. poae, F. graminearum, and F. culmorum [20,24] | |
T-2 Toxin | T-2 | Fusarium spp. esp. F. sporotrichioides, F. acuminatum, and F. poae [20] | T-2 + HT-2: China, Iran, Canada, EU; 15 μg kg−1 to 2000 μg kg−1 [25] |
Zearalenone | ZEN | Fusarium spp. esp. F. graminearum, F. culmorum, F. cerealis, F. equiseti, F. crookwellense, and F. semitectum [20,26] | 16 countries; 50 μg kg−1 to 1000 μg kg−1 [17] |
2. Results
2.1. Frequency of Mycotoxin Co-Occurrence
2.2. Mycotoxin Incidence and Severity
2.2.1. Mycotoxin Correlations
2.2.2. Specific Mycotoxins
2.3. Variability across Locations
2.4. Environmental Conditions
2.5. Western Bean Cutworm Incidence
3. Discussion
4. Materials and Methods
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Mycotoxin | LOD a | LOQ b | Positive c | Mean | Median | SD | Min | Max |
---|---|---|---|---|---|---|---|---|
μg kg−1 | μg kg−1 | % | –––––––––––––––– μg kg−1 –––––––––––––––– | |||||
Beauvericin | 0.04 | 0.10 | 78 | 0.11 | 0.69 | 0.03 | ND d | 3217.50 |
Deoxynivalenol | 14.34 | 30.13 | 93 | 1228.65 | 471.99 | 1657.95 | ND | 8288.60 |
Deoxynivalenol 3-β-D-glucoside | 1.44 | 3.30 | 73 | 1195.70 | 384.79 | 1631.45 | ND | 6266.49 |
15-acetyl-deoxynivalenol | 23.24 | 39.88 | 47 | 137.23 | 0 | 193.50 | ND | 927.64 |
3-acetyl-deoxynivalenol | 13.86 | 31.76 | 0 | - | - | - | - | - |
Diacetoxyscirpenol | 0.29 | 0.72 | 0 | - | - | - | - | - |
Enniatin A | 0.01 | 0.02 | 100 | 0.11 | 0.11 | 0.03 | 0.05 | 0.19 |
Enniatin A1 | 0.01 | 0.02 | 0 | - | - | - | - | - |
Enniatin B | <0.00 | 0.01 | 84 | 0.28 | 0.30 | 0.14 | ND | 0.68 |
Enniatin B1 | <0.00 | 0.01 | 4 | 0.02 | 0 | 0.11 | ND | 0.65 |
Fumonisin B1 | 0.19 | 0.49 | 80 | 299.37 | 10.38 | 737.82 | ND | 3686.44 |
Fumonisin B2 | 0.97 | 2.47 | 80 | 984.53 | 21.65 | 2310.07 | ND | 22,538.63 |
Fumonisin B3 | 0.58 | 1.55 | 71 | 642.24 | 19.15 | 1737.81 | ND | 8733.03 |
Fusarenon-X | 104.19 | 232.43 | 0 | - | - | - | - | - |
HT-2 | 16.54 | 30.12 | 0 | - | - | - | - | - |
Moniliformin | 0.12 | 0.26 | 47 | 45.50 | 0 | 104.90 | ND | 420.45 |
Nivalenol | - | - | 0 | - | - | - | - | - |
T-2 toxin | 0.30 | 0.69 | 11 | 3.42 | 0 | 11.70 | ND | 64.00 |
Zearalenone | 0.03 | 0.07 | 69 | 196.60 | 9.8 | 451.59 | ND | 2204.13 |
Mycotoxin | LOD a | LOQ b | Positive c | Mean | Median | SD | Min | Max |
---|---|---|---|---|---|---|---|---|
μg kg−1 | μg kg−1 | % | –––––––––––––––– μg kg−1 ––––––––––––––––– | |||||
Beauvericin | 0.02 | 0.07 | 100 | 588.58 | 58.09 | 1442.40 | 1.04 | 7446.21 |
Deoxynivalenol | 58.49 | 139.66 | 100 | 5143.06 | 4004.76 | 4910.49 | 173.82 | 20,475.00 |
Deoxynivalenol 3-β-D-glucoside | 0.73 | 1.77 | 100 | 757.88 | 392.58 | 845.09 | 7.44 | 3249.36 |
15-acetyl-deoxynivalenol | 11.64 | 22.77 | 100 | 451.20 | 276.91 | 1787.60 | 38.93 | 1787.60 |
3-acetyl-deoxynivalenol | 2.51 | 6.06 | 64 | 11.63 | 9.66 | 13.36 | ND d | 63.04 |
Diacetoxyscirpenol | - | - | 0 | - | - | - | - | - |
Enniatin A | 0.01 | 0.03 | 11 | 0.52 | 0 | 3.25 | ND | 21.84 |
Enniatin A1 | 0.05 | 0.10 | 9 | 0.65 | 0 | 4.06 | ND | 27.28 |
Enniatin B | 0.01 | 0.01 | 20 | 0.11 | 0 | 0.45 | ND | 2.34 |
Enniatin B1 | 0.01 | 0.02 | 9 | 0.21 | 0 | 1.19 | ND | 7.94 |
Fumonisin B1 | 0.21 | 0.50 | 96 | 2179.62 | 324.04 | 6926.47 | ND | 45,145.82 |
Fumonisin B2 | 0.09 | 0.23 | 89 | 730.75 | 43.99 | 2861.31 | ND | 19,118.06 |
Fumonisin B3 | 0.09 | 0.25 | 89 | 700.72 | 44.89 | 2693.38 | ND | 17,972.72 |
Fusarenon-X | - | - | 0 | - | - | - | - | - |
HT-2 toxin | 1.65 | 0.80 | 9 | 14.07 | 0 | 52.63 | ND | 276.74 |
Moniliformin | 0.06 | 0.13 | 73 | 141.25 | 14.22 | 267.99 | ND | 1160.35 |
Nivalenol | - | - | 0 | - | - | - | - | - |
T-2 toxin | 0.30 | 0.69 | 27 | 7.18 | 0 | 26.47 | ND | 156.65 |
Zearalenone | 0.03 | 0.05 | 100 | 592.84 | 109.26 | 984.60 | 0.56 | 4148.75 |
Location | Mycotoxin | |||
---|---|---|---|---|
DON | D3G | ZEN | ENNA | |
––––––––––––––––––––– μg kg−1 ––––––––––––––––––––––– | ||||
Allegan | 1900 ab | 2400 ab | 386 ab | 0.08 b |
Branch * | 1780 ab | 1570 ab | 191 ab | 0.10 ab |
Cass * | 1950 ab | 2220 ab | 143 ab | 0.09 b |
Huron | 130 b | 106 b | 0.49 b | 0.10 ab |
Ingham | 205 b | 171 b | 0.36 b | 0.14 a |
Mason * | 485 b | 336 b | 112 b | 0.12 b |
Montcalm | 1320 ab | 769 b | 63.9 ab | 0.12 ab |
Saginaw | 126 b | 51.5 b | 3.39 b | 0.14 a |
Washtenaw | 3690 a | 3110 a | 869 a | 0.14 a |
p-value | 0.002 | 0.002 | 0.03 | 0.0006 |
Location | Mycotoxin | |||
---|---|---|---|---|
DON | D3G | HT-2 | T-2 | |
––––––––––––––––––––– μg kg−1 ––––––––––––––––––––– | ||||
Allegan | 1820 bcd | 361 ab | 0 b | 0.17 b |
Branch * | 969 d | 130 b | 0 b | 0.62 b |
Cass * | 3040 bcd | 252 ab | 0 b | 0.17 b |
Huron | 10,800 a | 1150 ab | 117 a | 55.5 a |
Ingham | 3870 abcd | 741 ab | 0 b | 0.22 b |
Mason * | 5870 abcd | 148 ab | 10.0 b | 7.27 b |
Montcalm | 9190 abc | 1000 ab | 0 b | 0.31 b |
Saginaw | 9480 ab | 1600 a | 0 b | 0.00 b |
Washtenaw | 1250 d | 103 b | 0 b | 0.29 b |
p-value | 0.0001 | 0.006 | 0.001 | 0.005 |
Location | 2017 | 2018 | 30-Year Average | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
July | August | September | Total | July | August | September | Total | July | August | September | Total | |
––––––––––––––––––––––––––––––––– Precipitation (mm) ––––––––––––––––––––––––––––––––– | ||||||||||||
Allegan | 57.1 | 71.6 | 19.3 | 148 | 84.0 | 129 | 57.4 | 270 | 86.1 | 97.5 | 96.8 | 280 |
Branch * | 82.5 | 46.0 | 25.9 | 154 | 50.0 | 113 | 51.0 | 214 | 89.2 | 108 | 105 | 302 |
Cass * | 85.3 | 68.1 | 46.4 | 200 | 29.7 | 131 | 36.3 | 197 | 111 | 103 | 95.0 | 309 |
Huron | 65.7 | 68.0 | 27.9 | 162 | 27.4 | 133 | 40.6 | 201 | 81.3 | 89.7 | 98.6 | 270 |
Ingham | 46.5 | 41.9 | 22.1 | 111 | 40.9 | 87.1 | 93.7 | 222 | 82.8 | 83.8 | 92.2 | 259 |
Mason * | 83.0 | 45.7 | 34.5 | 163 | 31.5 | 140 | 101 | 273 | 77.0 | 90.2 | 98.6 | 266 |
Montcalm | 23.3 | 34.5 | 17.8 | 75.6 | 30.2 | 196 | 99.3 | 326 | 79.0 | 92.5 | 96.3 | 268 |
Saginaw | 78.7 | 79.5 | 21.8 | 180 | 29.0 | 179 | 62.7 | 271 | 79.8 | 81.0 | 95.5 | 256 |
Washtenaw | 38.8 | 60.4 | 32.5 | 132 | 28.9 | 83.5 | 45.4 | 158 | 88.4 | 77.0 | 87.9 | 253 |
–––––––––––––––––––––––––––––––– Temperature (°C) –––––––––––––––––––––––––––––––– | ||||||||||||
Allegan | 21.8 | 19.4 | 17.7 | 22.3 | 22.1 | 18.5 | 21.2 | 20.3 | 16.1 | |||
Branch * | 19.9 | 17.3 | 15.8 | 22.4 | 22.1 | 18.8 | 21.7 | 20.7 | 16.4 | |||
Cass * | 21.8 | 19.7 | 18.4 | 22.4 | 22.2 | 19.0 | 22.3 | 21.3 | 17.1 | |||
Huron | 20.8 | 19.1 | 17.4 | 22.1 | 21.2 | 17.7 | 20.7 | 19.8 | 15.8 | |||
Ingham | 21.6 | 19.2 | 17.5 | 22.2 | 21.5 | 17.7 | 22.1 | 21.3 | 16.9 | |||
Mason * | 19.6 | 18.1 | 17.2 | 21.4 | 21.1 | 17.1 | 20.7 | 19.9 | 15.9 | |||
Montcalm | 20.9 | 18.4 | 17.0 | 21.1 | 21.1 | 17.1 | 21.1 | 20.2 | 15.9 | |||
Saginaw | 22.1 | 20.1 | 18.2 | 23.2 | 22.6 | 18.5 | 21.6 | 20.69 | 16.1 | |||
Washtenaw | 22.5 | 20.1 | 17.9 | 22.9 | 22.4 | 19.0 | 22.2 | 21.3 | 16.7 |
Location | 2017 | 2018 |
---|---|---|
––––––% –––––––– | ||
Allegan | 4.00 b | 12.0 a |
Branch * | 14.0 b | 4.00 a |
Cass * | 29.6 b | 3.00 a |
Huron | 21.1 b | 15.0 a |
Ingham | 19.0 b | 8.00 a |
Mason * | 18.0 b | 27.9 a |
Montcalm | 11.9 b | 13.0 a |
Saginaw | 21.0 b | 15.0 a |
Washtenaw | 95.0 a | 27.0 a |
p-value | <0.0001 | 0.1195 |
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Fusilier, K.; Chilvers, M.I.; Limay-Rios, V.; Singh, M.P. Mycotoxin Co-Occurrence in Michigan Harvested Maize Grain. Toxins 2022, 14, 431. https://doi.org/10.3390/toxins14070431
Fusilier K, Chilvers MI, Limay-Rios V, Singh MP. Mycotoxin Co-Occurrence in Michigan Harvested Maize Grain. Toxins. 2022; 14(7):431. https://doi.org/10.3390/toxins14070431
Chicago/Turabian StyleFusilier, Katlin, Martin I. Chilvers, Victor Limay-Rios, and Maninder P. Singh. 2022. "Mycotoxin Co-Occurrence in Michigan Harvested Maize Grain" Toxins 14, no. 7: 431. https://doi.org/10.3390/toxins14070431
APA StyleFusilier, K., Chilvers, M. I., Limay-Rios, V., & Singh, M. P. (2022). Mycotoxin Co-Occurrence in Michigan Harvested Maize Grain. Toxins, 14(7), 431. https://doi.org/10.3390/toxins14070431